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Link to original content: https://www.vldb.org/pvldb/vol15/p971-wu.pdf
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(e) 7 (xplor) 8 (e) -345 (the) -346 (sear) 8 (ch) -345 (spaces) -345 (to) -345 (identify) ] TJ 1.011 0 0 1 53.798 414.958 Tm [ (optimal) -247 (for) 8 (e) -7 (casting) -246 (mo) -7 (dels\056) -247 (Extensiv) 8 (e) -247 (e) 7 (xp) -7 (eriments) -246 (on) -247 (eight) -247 (com\055) ] TJ 0.98 0 0 1 53.798 403.999 Tm [ (monly) -256 (use) -7 (d) -255 (CTS) -256 (for) 8 (e) -7 (casting) -255 (b) -11 (enchmark) -255 (datasets) -256 (justify) -255 (our) -256 (design) ] TJ 0.997 0 0 1 53.798 393.04 Tm [ (choices) -251 (and) -250 (demonstrate) -251 (that) ] TJ /F284 8.9664 Tf 0.997 0 0 1 163.103 393.04 Tm [ (A) 34 (utoCTS) ] TJ /F258 8.9664 Tf 0.997 0 0 1 197.18 393.04 Tm [ (is) -251 (capable) -250 (of) -251 (automatically) ] TJ 1.02 0 0 1 53.798 382.081 Tm [ (disco) 7 (v) 8 (ering) -323 (for) 8 (e) -7 (casting) -322 (mo) -7 (dels) -323 (that) -322 (outp) -7 (erform) -323 (state\055of\055the\055art) ] TJ 1 0 0 1 53.798 371.122 Tm [ (human\055designe) -7 (d) -250 (mo) -7 (dels\056) ] TJ /F272 7.9701 Tf 0 -20.654 Td [ (P) -24 (VLDB) -250 (Refer) 8 (ence) -250 (Format\072) ] TJ /F258 7.9701 Tf 0.994 0 0 1 53.535 340.506 Tm [ (Xinle) -252 (W) 25 (u\054) -252 (Dalin) -251 (Zhang\054) -252 (Chenjuan) -251 (Guo) 10 (\054) -252 (Chao) 7 (yang) -251 (He) 10 (\054) -252 (Bin) -251 (Y) 60 (ang\054) -251 (Christian) ] TJ 1 0 0 1 53.798 330.543 Tm [ (S\056) -250 (Jensen\056) -250 (A) 34 (utoCTS\072) -250 (A) 34 (utomate) -7 (d) -250 (Corr) 8 (elate) -7 (d) -250 (Time) -250 (Series) -250 (For) 8 (e) -7 (casting\056) ] TJ 0 -9.963 Td [ (P) -24 (VLDB\054) -250 (15\0504\051\072) -250 (971\055983\054) -250 (2022\056) ] TJ 0 -10.958 Td [ (doi\07210\05614778\0573503585\0563503604) ] TJ /F272 7.9701 Tf 0 -18.467 Td [ (P) -24 (VLDB) -250 (Artifact) -250 (A) 65 (vailability\072) ] TJ /F258 7.9701 Tf 1.017 0 0 1 53.559 280.196 Tm [ (The) -246 (sour) 7 (ce) -246 (co) -7 (de) 10 (\054) -246 (data\054) -247 (and\057or) -246 (other) -246 (artifacts) -247 (hav) 8 (e) -246 (b) -10 (e) -7 (en) -246 (made) -247 (available) -246 (at) ] TJ 1 0 0 1 53.798 269.237 Tm [ (https\072\057\057github) 20 (\056com\057WXL520\057A) 34 (utoCTS\056) ] TJ /F272 10.9091 Tf 0 -21.955 Td [ (1) -1000 (IN) -37 (TRODUCTION) ] TJ /F258 8.9664 Tf 0.989 0 0 1 53.368 233.583 Tm [ (W) 81 (e) -254 (ar) 8 (e) -253 (witnessing) -254 (continue) -7 (d) -254 (de) 7 (v) 8 (elopments) -253 (in) -254 (sensor) -254 (te) -7 (chnologies) ] TJ 0.982 0 0 1 53.798 222.625 Tm [ (in) -254 (cyb) -10 (er\055physical) -253 (systems) -254 (\050) 10 (CPS\051\054) -254 (wher) 9 (e) -254 (sensors) -254 (pr) 8 (o) -7 (duce) -253 (corr) 8 (elate) -7 (d) ] TJ 1.02 0 0 1 53.798 211.666 Tm [ (time) -253 (series) -253 (\133) ] TJ 1 0 0 1 99.55 211.666 Tm [ (5) ] TJ 1.02 0 0 1 103.719 211.666 Tm [ (\054) ] TJ 1 0 0 1 108.043 211.666 Tm [ (15) ] TJ 1.02 0 0 1 116.382 211.666 Tm [ (\135\056) -253 (For) -253 (e) 7 (xample) 10 (\054) -253 (in) -252 (transp) -7 (ortation\054) -253 (tra\034c) -253 (sensors) ] TJ 1.02 0 0 1 53.798 200.707 Tm [ (emb) -10 (e) -7 (dde) -7 (d) -339 (in) -339 (r) 8 (oads) -339 (emit) -340 (multiple) -339 (tra\034c) -339 (time) -339 (series) -339 (that) -340 (r) 8 (e) -7 (cor) 8 (d) ] TJ 0.98 0 0 1 53.798 189.748 Tm [ (tra\034c) -216 (\036o) 7 (ws) -215 (at) -216 (their) -216 (lo) -7 (cations) -215 (acr) 8 (oss) -216 (time) 10 (\056) -216 (Since) -215 (the) -216 (tra\034c) -216 (on) -215 (a) -216 (r) 8 (oad) ] TJ 0.989 0 0 1 53.798 178.789 Tm [ (is) -253 (often) -253 (corr) 8 (elate) -7 (d) -254 (with) -253 (the) -253 (tra\034c) -253 (on) -253 (nearby) -254 (r) 8 (oads\054) -253 (the) -253 (tra\034c) -253 (time) ] TJ 0.98 0 0 1 53.798 167.83 Tm [ (series) -182 (ar) 9 (e) -182 (often) -181 (corr) 8 (elate) -7 (d) -182 (\133) ] TJ 1 0 0 1 149.559 167.83 Tm [ (35) ] TJ 0.98 0 0 1 157.898 167.83 Tm [ (\135\056) -182 (For) 8 (e) -7 (casting) -181 (on) -182 (corr) 8 (elate) -7 (d) -181 (time) -182 (series) ] TJ 0 g 0 G ET q 1 0 0 1 53.798 157.216 cm [ ] 0 d 0 J 0.398 w 0 0 m 47.821 0 l S Q BT /F264 5.4795 Tf 54.296 151.053 Td [ <03> ] TJ /F258 6.9738 Tf 3.079 -2.64 Td [ (\072) -250 (Corr) 8 (esp) -7 (onding) -250 (author) 59 (\056) ] TJ -3.786 -7.97 Td [ (This) -250 (w) 8 (ork) -250 (is) -250 (license) -7 (d) -250 (under) -250 (the) -250 (Cr) 8 (eativ) 8 (e) -250 (Commons) -250 (BY) 49 (\055NC\055ND) -250 (4\0560) -250 (International) ] TJ 0.209 -7.97 Td [ (License) 10 (\056) -250 (Visit) -250 (https\072\057\057cr) 8 (eativ) 8 (e) -7 (commons\056org\057licenses\057by\055) -71 (nc\055) -72 (nd\0574\0560\057) -250 (to) -250 (vie) 7 (w) -250 (a) -250 (cop) 7 (y) -250 (of) ] TJ 0 -7.97 Td [ (this) -250 (license) 10 (\056) -250 (For) -250 (any) -250 (use) -250 (b) -10 (e) 7 (y) 8 (ond) -250 (those) -250 (co) 7 (v) 8 (er) 8 (e) -7 (d) -250 (by) -250 (this) -250 (license) 10 (\054) -250 (obtain) -250 (p) -7 (ermission) -250 (by) ] TJ 0.995 0 0 1 53.798 116.533 Tm [ (emailing) -250 (info\100) -10 (vldb) 20 (\056org\056) -250 (Cop) 7 (yright) -250 (is) -250 (held) -249 (by) -250 (the) -250 (o) 7 (wner\057author\050) 12 (s\051\056) -250 (Publication) -250 (rights) ] TJ 1 0 0 1 53.798 108.563 Tm [ (license) -7 (d) -250 (to) -250 (the) -250 (VLDB) -250 (Endo) 7 (wment\056) ] TJ 0 -7.97 Td [ (Pr) 8 (o) -7 (ce) -7 (e) -7 (dings) -250 (of) -250 (the) -250 (VLDB) -250 (Endo) 7 (wment\054) -250 (V) 80 (ol\056) -250 (15\054) -250 (No) 10 (\056) -250 (4) -250 (ISSN) -250 (2150\0558097\056) ] TJ 0 -7.97 Td [ (doi\07210\05614778\0573503585\0563503604) ] TJ 0 g 0 G 0 g 0 G 0 g 0 G /F258 8.9664 Tf 0.98 0 0 1 317.955 625.917 Tm [ (plays) -233 (an) -233 (essential) -233 (r) 8 (ole) -233 (in) -233 (ensuring) -233 (e\035e) -7 (ctiv) 8 (e) -233 (op) -7 (eration) -233 (of) -233 (CPSs\054) -233 (such) ] TJ 0.989 0 0 1 317.955 614.958 Tm [ (as) -253 (identifying) -253 (tr) 8 (ends\054) -253 (pr) 9 (e) -8 (dicting) -252 (futur) 8 (e) -253 (b) -10 (ehavior) -253 (\133) ] TJ 1 0 0 1 497.573 614.958 Tm [ (7) ] TJ 0.989 0 0 1 501.742 614.958 Tm [ (\135\054) -253 (and) -253 (dete) -7 (cting) ] TJ 0.98 0 0 1 317.955 603.999 Tm [ (outliers) -221 (\133) ] TJ 1 0 0 1 350.225 603.999 Tm [ (2) ] TJ 0.98 0 0 1 354.394 603.999 Tm [ (\135\056) -222 (For) -221 (instance) 10 (\054) -221 (tra\034c) -222 (time) -221 (series) -222 (for) 8 (e) -7 (casting) -221 (can) -222 (impr) 9 (o) 7 (v) 8 (e) ] TJ 1 0 0 1 317.731 593.04 Tm [ (v) 8 (ehicle) -250 (r) 8 (outing) -250 (in) -250 (transp) -7 (ortation) -250 (systems) -250 (\13313\054) -250 (29\054) -250 (36\054) -250 (50\135\056) ] TJ 1.02 0 0 1 327.918 582.081 Tm [ (By) -286 (considering) -285 (b) -10 (oth) ] TJ /F284 8.9664 Tf 1.02 0 0 1 406.516 582.081 Tm [ (temp) -7 (oral) -286 (dep) -6 (endencies) ] TJ /F258 8.9664 Tf 1.02 0 0 1 491.29 582.081 Tm [ (in) -286 (time) -285 (series) -286 (and) ] TJ /F284 8.9664 Tf 0.98 0 0 1 317.955 571.122 Tm [ (spatial) -195 (corr) 9 (elations) ] TJ /F258 8.9664 Tf 0.98 0 0 1 385.37 571.122 Tm [ (among) -195 (di\035er) 8 (en) 1 (t) -195 (time) -195 (series\054) -194 (r) 8 (e) -7 (cent) -195 (de) -7 (ep) -195 (learning) ] TJ 1.02 0 0 1 317.955 560.163 Tm [ (mo) -7 (dels) -286 (demonstrate) -287 (impr) 8 (essiv) 8 (e) -287 (p) -6 (erformance) -287 (on) -286 (corr) 8 (elate) -7 (d) -287 (time) ] TJ 1.007 0 0 1 317.955 549.204 Tm [ (series) -248 (for) 8 (e) -7 (casting\056) -247 (T) 62 (emp) -7 (oral) -248 (dep) -7 (endencies) -247 (captur) 8 (e) -248 (ho) 7 (w) -248 (historical) ] TJ 0.98 0 0 1 317.731 538.245 Tm [ (values) -194 (in\036uence) -193 (futur) 8 (e) -194 (values\056) -194 (W) 82 (e) -194 (use) -194 <107370617469616c> -194 (corr) 9 <656c6174696f6e7311> -194 (b) -10 (e) -7 (cause) ] TJ 0.98 0 0 1 317.955 527.286 Tm [ (the) -219 (corr) 8 (elations) -219 (among) -219 (time) -219 (series) -219 (ar) 9 (e) -219 (often) -219 (due) -219 (to) -219 (the) -219 (pr) 8 (o) 7 (ximity) -219 (of) ] TJ 0.981 0 0 1 317.955 516.328 Tm [ (the) -254 (lo) -7 (cations) -254 (in) -254 (which) -254 (the) -254 (sensors) -254 (that) -254 (generate) -253 (the) -254 (time) -254 (series) -254 (ar) 8 (e) ] TJ 1.009 0 0 1 317.955 505.369 Tm [ (deplo) 7 (y) 8 (e) -7 (d\054) -248 (but) -247 (corr) 7 (elations) -247 (may) -248 (also) -248 (b) -10 (e) -247 (due) -248 (to) -248 (other) -247 (factors\056) -248 (Mor) 8 (e) ] TJ 0.98 0 0 1 317.955 494.41 Tm [ (sp) -7 (e) -7 (ci\033cally) 60 (\054) -231 (corr) 8 (elate) -7 (d) -231 (time) -232 (series) -231 (ar) 8 (e) -231 (mo) -7 (dele) -7 (d) -231 (as) -232 (a) -231 (spatio\055temp) -7 (oral) ] TJ 0.981 0 0 1 317.686 483.451 Tm [ (\050ST\051) -254 (graph\054) -254 (wher) 8 (e) -254 (no) -7 (des) -254 (r) 8 (epr) 8 (esent) -254 (time) -254 (series\054) -254 (and) -254 (e) -7 (dges) -254 (r) 8 (epr) 8 (esent) ] TJ 1 0 0 1 317.955 472.492 Tm [ (spatial) -250 (corr) 8 (elations) -250 (b) -10 (etw) 8 (e) -7 (en) -250 (pairs) -250 (of) -250 (time) -250 (series) -250 (\1336\054) -250 (44\054) -250 (48\135\056) ] TJ 1.02 0 0 1 327.918 461.533 Tm [ (Base) -7 (d) -324 (on) -324 (the) -325 (ab) -9 (o) 6 (v) 8 (e) -324 (ST) 58 (\055graph) -324 (mo) -7 (deling\054) -325 (di\035er) 8 (ent) -324 (mo) -7 (dels) -324 (ar) 8 (e) ] TJ 1.02 0 0 1 317.955 450.574 Tm [ (pr) 8 (op) -7 (ose) -7 (d) -298 (to) -299 (enable) -298 (for) 8 (e) -7 (casting\056) -299 (Figur) 8 (e) -299 (1\050) 12 (a\051) -298 (summarizes) -299 (e) 7 (xisting) ] TJ 0.98 0 0 1 317.955 439.615 Tm [ (for) 8 (e) -7 (casting) -217 (mo) -7 (dels\054) -217 (which) -217 (often) -217 (include) -217 (\0501\051) -217 (an) ] TJ /F284 8.9664 Tf 0.98 0 0 1 483.789 439.615 Tm [ (emb) -10 (e) -7 (dding) -217 (lay) 8 (er) ] TJ /F258 8.9664 Tf 0.98 0 0 1 543.905 439.615 Tm [ (that) ] TJ 0.98 0 0 1 317.955 428.656 Tm [ (transforms) -196 (the) -195 (input) -196 (time) -196 (series) -195 (data\054) -196 (\0502\051) -196 (a) ] TJ /F284 8.9664 Tf 0.98 0 0 1 468.246 428.656 Tm [ (ST) 60 (\055backb) -10 (one) ] TJ /F258 8.9664 Tf 0.98 0 0 1 513.795 428.656 Tm [ (that) -196 (consists) ] TJ 0.991 0 0 1 317.955 417.697 Tm [ (of) -253 (a) -254 (stack) -253 (of) -253 (multiple) ] TJ /F284 8.9664 Tf 0.991 0 0 1 396.652 417.697 Tm [ (ST) 60 (\055blo) -8 (cks) ] TJ /F258 8.9664 Tf 0.991 0 0 1 431.969 417.697 Tm [ (that) -253 (ar) 8 (e) -254 (a) 1 (ble) -254 (to) -253 (e) 7 (xtract) -253 (appr) 8 (opriate) ] TJ 1.001 0 0 1 317.955 406.739 Tm [ (spatio\055temp) -7 (oral) -250 (featur) 8 (es) -249 (fr) 8 (om) -250 (the) -250 (emb) -10 (e) -7 (dde) -7 (d) -249 (time) -250 (series) -250 (data\054) -249 (and) ] TJ 1.02 0 0 1 317.686 395.78 Tm [ (\0503\051) -253 (an) ] TJ /F284 8.9664 Tf 1.02 0 0 1 341.157 395.78 Tm [ (output) -253 (lay) 8 (er) ] TJ /F258 8.9664 Tf 1.02 0 0 1 388.477 395.78 Tm [ (that) -253 (pr) 8 (o) -7 (duces) -253 (a) -253 (\033nal) -254 (for) 8 (e) -7 (casting) -253 (base) -7 (d) -253 (on) -253 (the) ] TJ 1 0 0 1 317.955 384.821 Tm [ (featur) 8 (es) -250 (e) 7 (xtracte) -7 (d) -250 (by) -250 (the) -250 (ST) 59 (\055backb) -10 (one) 10 (\056) ] TJ 1.02 0 0 1 327.918 373.862 Tm [ (Di\035er) 8 (ent) -303 (studies) -302 (pr) 8 (op) -7 (ose) -303 (unique) -302 (ST) 58 (\055blo) -7 (cks) -303 (that) -302 (ar) 7 (e) -302 (r) 8 (esp) -7 (onsi\055) ] TJ 1.009 0 0 1 317.955 362.903 Tm [ (ble) -247 (for) -247 (the) -248 (captur) 8 (e) -247 (of) -247 (b) -10 (oth) -247 (the) -248 (temp) -7 (oral) -247 (dep) -7 (endencies) -247 (and) -247 (spatial) ] TJ 1.02 0 0 1 317.955 351.944 Tm [ (corr) 8 (elations) -330 (\133) ] TJ 1 0 0 1 368.669 351.944 Tm [ (7) ] TJ 1.02 0 0 1 372.838 351.944 Tm [ (\054) ] TJ 1 0 0 1 377.868 351.944 Tm [ (9) ] TJ 1.02 0 0 1 382.037 351.944 Tm [ (\054) ] TJ 1 0 0 1 387.066 351.944 Tm [ (11) ] TJ 1.02 0 0 1 395.405 351.944 Tm [ (\054) ] TJ 1 0 0 1 400.435 351.944 Tm [ (14) ] TJ 1.02 0 0 1 408.773 351.944 Tm [ (\054) ] TJ 1 0 0 1 413.803 351.944 Tm [ (16) ] TJ 1.02 0 0 1 422.141 351.944 Tm [ (\054) ] TJ 1 0 0 1 427.171 351.944 Tm [ (24) ] TJ 1.02 0 0 1 435.51 351.944 Tm [ (\054) ] TJ 1 0 0 1 440.539 351.944 Tm [ (28) ] TJ 1.02 0 0 1 448.878 351.944 Tm [ (\054) ] TJ 1 0 0 1 453.907 351.944 Tm [ (45) ] TJ 1.02 0 0 1 462.246 351.944 Tm [ (\054) ] TJ 1 0 0 1 467.275 351.944 Tm [ (46) ] TJ 1.02 0 0 1 475.614 351.944 Tm [ (\054) ] TJ 1 0 0 1 480.644 351.944 Tm [ (51) ] TJ 1.02 0 0 1 488.982 351.944 Tm [ (\054) ] TJ 1 0 0 1 494.012 351.944 Tm [ (52) ] TJ 1.02 0 0 1 502.35 351.944 Tm [ (\135\056) -330 (For) -330 (e) 6 (xample) 10 (\054) ] TJ 0.98 0 0 1 317.955 340.985 Tm [ (ST) 5 (GCN) -246 (\133) ] TJ 1 0 0 1 350.545 340.985 Tm [ (51) ] TJ 0.98 0 0 1 358.884 340.985 Tm [ (\135) -246 (emplo) 7 (ys) -246 (a) -246 <1073616e647769636811> -246 (ST) 60 (\055blo) -7 (ck) -246 (that) -246 (includes) -246 (tw) 8 (o) -246 (tem\055) ] TJ 0.985 0 0 1 317.955 330.026 Tm [ (p) -7 (oral) -254 (conv) 9 (olutions\054) -254 (which) -253 (mo) -7 (del) -254 (temp) -7 (oral) -253 (dep) -7 (endencies\054) -254 (with) -253 (one) ] TJ 0.982 0 0 1 317.955 319.067 Tm [ (graph) -252 (conv) 8 (olution) -253 (in\055b) -10 (etw) 8 (e) -7 (en\054) -252 (which) -253 (captur) 8 (es) -252 (spatial) -253 (corr) 8 (elations\073) ] TJ 0.98 0 0 1 317.955 308.108 Tm [ (and) -249 (Graph) -250 (W) 61 (av) 9 (enet) -250 (\133) ] TJ 1 0 0 1 394.997 308.108 Tm [ (45) ] TJ 0.98 0 0 1 403.336 308.108 Tm [ (\135) -249 (uses) -250 (a) -249 (simpler) -249 (ST) 60 (\055blo) -7 (ck) -250 (that) -249 (\033rst) -249 (emplo) 7 (ys) ] TJ 1.009 0 0 1 317.955 297.149 Tm [ (gate) -7 (d) -248 (temp) -7 (oral) -247 (conv) 8 (olution) -248 (to) -247 (mo) -7 (del) -248 (temp) -7 (oral) -248 (dep) -7 (endencies) -247 (and) ] TJ 1 0 0 1 317.955 286.191 Tm [ (then) -250 (uses) -250 (graph) -250 (conv) 8 (olution) -250 (to) -250 (captur) 8 (e) -250 (spatial) -250 (corr) 8 (elations\056) ] TJ 0 g 0 G 0 g 0 G 0 g 0 G ET 1 0 0 1 320.197 233.913 cm q 0.35965 0 0 0.35965 0 0 cm q 668 0 0 91 0 0 cm /Im1 Do Q Q 1 0 0 1 -320.197 -233.913 cm BT /F258 6.9738 Tf 412.113 217.037 Td [ (\050) 12 (a\051) -424 (Existing) -250 (Mo) -7 (del\056) ] TJ ET 1 0 0 1 320.197 143.024 cm q 0.35912 0 0 0.35912 0 0 cm q 669 0 0 171 0 0 cm /Im2 Do Q Q 1 0 0 1 -320.197 -143.024 cm BT /F258 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(ogene) -7 (ous) -248 (ST) 59 (\055blo) -7 (cks) -247 (incr) 8 (eases) ] TJ 0.98 0 0 1 53.798 314.79 Tm [ (the) -188 (sear) 8 (ch) -187 (space) -188 (when) -188 (designing) -188 (for) 8 (e) -7 (casting) -187 (mo) -8 (dels\054) -187 (thus) -188 (r) 8 (endering) ] TJ 1.009 0 0 1 53.798 303.831 Tm [ (manual) -248 (design) -248 (mor) 8 (e) -248 (di\034cult) -247 (and) -248 (time\055consuming\056) -248 (This) -248 (naturally) ] TJ 1 0 0 1 53.798 292.872 Tm [ (calls) -250 (for) -250 (an) -250 (automate) -7 (d) -250 (design) -250 (appr) 8 (oach\056) ] TJ 1.003 0 0 1 63.761 281.913 Tm [ (Although) -248 (Neural) -248 (Ar) 8 (chite) -7 (ctur) 8 (e) -248 (Sear) 8 (ch) -248 (\050NAS\051\054) -247 (a) -248 (te) -7 (chnology) -248 (that) ] TJ 0.98 0 0 1 53.798 270.954 Tm [ (automatically) -211 (learns) -211 (neural) -211 (ar) 9 (chite) -8 (ctur) 9 (es) -211 (\133) ] TJ 1 0 0 1 204.569 270.954 Tm [ (10) ] TJ 0.98 0 0 1 212.908 270.954 Tm [ (\135\054) -211 (is) -211 (able) -211 (to) -211 (outp) -7 (erform) ] TJ 0.984 0 0 1 53.798 259.995 Tm [ (human\055designe) -7 (d) -255 (ar) 8 (chite) -7 (ctur) 8 (es) -255 (on) -255 (various) -255 (tasks) -256 (in) -255 (computer) -255 (vision) ] TJ 0.998 0 0 1 53.529 249.036 Tm [ (\050) 10 (CV\051) -250 (\133) ] TJ 1 0 0 1 75.807 249.036 Tm [ (30) ] TJ 0.998 0 0 1 84.146 249.036 Tm [ (\054) ] TJ 1 0 0 1 88.348 249.036 Tm [ (37) ] TJ 0.998 0 0 1 96.687 249.036 Tm [ (\135) -250 (and) -249 (natural) -250 (language) -249 (pr) 8 (o) -7 (cessing) -250 (\050NLP\051) -250 (\133) ] TJ 1 0 0 1 249.504 249.036 Tm [ (42) ] TJ 0.998 0 0 1 257.843 249.036 Tm [ (\135\054) -250 (e) 7 (xisting) ] TJ 1.01 0 0 1 53.798 238.077 Tm [ (NAS) -248 (metho) -7 (ds) -249 (fail) -248 (to) -248 (o\035er) -249 (automate) -7 (d) -248 (solutions) -248 (capable) -249 (of) -248 (solving) ] TJ 1.013 0 0 1 53.798 227.118 Tm [ (the) -248 (afor) 8 (ementione) -7 (d) -247 (tw) 8 (o) -248 (limitations\056) -247 (First\054) -248 (no) -248 (w) 8 (ell\055de\033ne) -7 (d) -247 (sear) 8 (ch) ] TJ 0.995 0 0 1 53.798 216.159 Tm [ (space) -250 (e) 7 (xists) -250 (for) -250 (corr) 8 (elate) -7 (d) -250 (time) -250 (series) -250 (for) 8 (e) -7 (casting\054) -250 (as) -250 (e) 7 (xisting) -250 (NAS) ] TJ 1.02 0 0 1 53.798 205.2 Tm [ (metho) -7 (ds) -320 (often) -319 (fo) -7 (cus) -320 (on) -319 (CV) -320 (and) -320 (NLP) 24 (\056) -320 (Dir) 8 (e) -7 (ctly) -319 (using) -320 (the) -320 (sear) 8 (ch) ] TJ 1.014 0 0 1 53.798 194.242 Tm [ (space) -247 (designe) -7 (d) -247 (for) -247 (other) -247 (domains) -247 (fails) -247 (to) -247 (identify) -247 (ST) 59 (\055blo) -7 (cks) -247 (with) ] TJ 1.004 0 0 1 53.798 183.283 Tm [ (high) -250 (p) -7 (otential) -250 (for) -250 (capturing) -249 (b) -10 (oth) -250 (temp) -7 (oral) -250 (dep) -7 (endencies) -250 (and) -250 (spa\055) ] TJ 1.02 0 0 1 53.798 172.324 Tm [ (tial) -305 (corr) 8 (elations\056) -306 (Dir) 8 (e) -7 (ctly) -305 (using) -306 (all) -305 (e) 7 (xisting) -305 (S\057T) 58 (\055op) -7 (erators) -305 (in) -306 (the) ] TJ 1.02 0 0 1 53.798 161.365 Tm [ (literatur) 8 (e) -275 (y) 1 (ields) -275 (an) -274 (e) 7 (xtr) 8 (emely) -275 (large) -274 (sear) 8 (ch) -275 (space) 10 (\054) -274 (thus) -274 (making) -275 (it) ] TJ 0.99 0 0 1 53.574 150.406 Tm [ (v) 8 (er) -15 (y) -253 (di\034cult) -253 (and) -253 (time\055consuming) -253 (to) -252 (identify) -253 (pr) 8 (omising) -253 (ST) 59 (\055blo) -7 (cks\056) ] TJ 1.013 0 0 1 53.798 139.447 Tm [ (Se) -7 (cond\054) -247 (most) -248 (e) 7 (xisting) -247 (NAS) -248 (metho) -7 (ds) -247 (fo) -7 (cus) -248 (on) -247 (identifying) -248 (an) -247 (opti\055) ] TJ 1.02 0 0 1 53.798 128.488 Tm [ (mal) -286 (cell\054) -285 (e) 10 (\056g\056\054) -286 (an) -286 (ST) 58 (\055blo) -7 (ck) -285 (in) -286 (our) -285 (setting\054) -286 (while) -286 (assuming) -285 (a) -286 (\033xe) -7 (d) ] TJ 0.982 0 0 1 53.798 117.529 Tm [ (top) -7 (ology) 60 (\054) -255 (e) 10 (\056g\056\054) -255 (stacking) -255 (the) -255 (same) -255 (ST) 60 (\055blo) -7 (cks) -255 (as) -256 (sho) 8 (wn) -255 (in) -256 (Figur) 9 (e) -256 (1\050) 13 (a\051\054) ] TJ 1.02 0 0 1 53.798 106.57 Tm [ (for) -312 (conne) -6 (cting) -312 (multiple) -312 (instances) -311 (of) -312 (the) -311 (same) -312 (cell) -311 (to) -312 (deriv) 8 (e) -312 (the) ] TJ 1.002 0 0 1 53.798 95.611 Tm [ (\033nal) -250 (mo) -7 (del) -250 (\133) ] TJ 1 0 0 1 100.487 95.611 Tm [ (10) ] TJ 1.002 0 0 1 108.825 95.611 Tm [ (\054) ] TJ 1 0 0 1 113.047 95.611 Tm [ (30) ] TJ 1.002 0 0 1 121.385 95.611 Tm [ (\054) ] TJ 1 0 0 1 125.607 95.611 Tm [ (37) ] TJ 1.002 0 0 1 133.945 95.611 Tm [ (\135\056) -250 (This) -250 (fails) -250 (to) -249 (addr) 8 (ess) -250 (the) -250 (se) -7 (cond) -250 (limitation) ] TJ 1 0 0 1 53.798 84.653 Tm [ (of) -250 (manually) -250 (designe) -7 (d) -250 (for) 8 (e) -7 (casting) -250 (mo) -7 (dels\056) ] TJ 0 g 0 G 0 g 0 G 1.018 0 0 1 327.918 698.351 Tm [ (W) 79 (e) -245 (pr) 8 (op) -7 (ose) ] TJ /F284 8.9664 Tf 1.018 0 0 1 374.123 698.351 Tm [ (A) 33 (utoCTS) ] TJ /F258 8.9664 Tf 1.018 0 0 1 408.86 698.351 Tm [ (that) -244 (is) -245 (able) -244 (to) -244 (not) -245 (only) -244 (automatically) -244 (de\055) ] TJ 0.98 0 0 1 317.955 687.392 Tm [ (sign) -241 (ST) 60 (\055blo) -7 (cks) -241 (but) -241 (also) -241 (ST) 60 (\055backb) -10 (ones) -242 (with) -241 (comple) 7 (x) -241 (top) -7 (ologies) -241 (that) ] TJ 1.005 0 0 1 317.955 676.433 Tm [ (conne) -7 (ct) -248 (heter) 8 (ogene) -7 (ous) -248 (ST) 59 (\055blo) -7 (cks\054) -249 (thus) -248 (addr) 8 (essing) -248 (the) -248 (tw) 8 (o) -248 (limita\055) ] TJ 0.98 0 0 1 317.955 665.474 Tm [ (tions\056) -250 (W) 81 (e) -250 (\033rst) -250 (design) -251 (a) -250 (micr) 8 (o) -250 (sear) 8 (ch) -250 (space) -250 (targeting) -251 (ST) 60 (\055blo) -7 (cks) -250 (that) ] TJ 0.98 0 0 1 317.955 654.516 Tm [ (mo) -7 (dels) -196 (op) -7 (erators) -196 (and) -196 (ho) 8 (w) -196 (di\035er) 8 (ent) -196 (op) -7 (erators) -196 (ar) 9 (e) -196 (conne) -7 (cte) -7 (d) -196 (using) -196 (a) ] TJ 0.98 0 0 1 317.955 643.557 Tm [ (graph\056) -224 (T) 64 (o) -224 (enable) -224 (e\035e) -7 (ctiv) 8 (e) -224 (and) -225 (e\034cient) -224 (sear) 8 (ch\054) -224 (w) 8 (e) -224 (judiciously) -224 (sele) -7 (ct) ] TJ 0.98 0 0 1 317.955 632.598 Tm [ (a) -210 (compact) -209 (set) -210 (of) -210 (T) 61 (\055op) -7 (erators) -210 (that) -210 (mo) -7 (del) -209 (temp) -8 (oral) -209 (dep) -7 (endencies) -210 (and) ] TJ 1.02 0 0 1 317.955 621.639 Tm [ (S\055op) -7 (erators) -285 (that) -285 (mo) -7 (del) -285 (spatial) -286 (corr) 8 (elations) -285 (base) -7 (d) -285 (on) -285 (a) -286 (thor) 8 (ough) ] TJ 0.995 0 0 1 317.955 610.68 Tm [ (analysis) -252 (of) -252 (e) 7 (xisting\054) -252 (manually) -252 (designe) -8 (d) -252 (ST) 60 (\055blo) -7 (cks\056) -253 (This) -252 (enables) -252 (us) ] TJ 1.007 0 0 1 317.955 599.721 Tm [ (to) -247 (automatically) -248 (identify) -247 (highly) -247 (comp) -7 (etitiv) 8 (e) -247 (ST) 58 (\055blo) -7 (cks) -247 (in) -247 (the) -248 (pr) 8 (o\055) ] TJ 0.98 0 0 1 317.955 588.762 Tm [ (p) -7 (ose) -7 (d) -241 (micr) 8 (o) -241 (sear) 8 (ch) -241 (space) 11 (\054) -241 (thus) -241 (addr) 8 (essing) -241 (the) -241 (\033rst) -240 (limitation\056) -241 (Ne) 7 (xt\054) ] TJ 0.98 0 0 1 317.623 577.803 Tm [ (w) 8 (e) -223 (pr) 8 (op) -7 (ose) -223 (a) -223 (macr) 8 (o) -223 (sear) 8 (ch) -223 (space) 11 (\054) -223 (along) -223 (with) -223 (a) -223 (joint) -223 (sear) 8 (ch) -223 (strategy) ] TJ 0.98 0 0 1 317.955 566.844 Tm [ (that) -240 (allo) 7 (ws) -239 (sear) 8 (ches) -240 (for) -240 (an) -240 (optimal) -239 (top) -7 (ology) -240 (among) -240 (heter) 8 (ogene) -7 (ous) ] TJ 1 0 0 1 317.955 555.885 Tm [ (ST) 59 (\055blo) -7 (cks\056) -250 (This) -250 (addr) 8 (esses) -250 (the) -250 (se) -7 (cond) -250 (limitation\056) ] TJ 0.99 0 0 1 327.918 544.927 Tm [ (T) 64 (o) -253 (the) -253 (b) -10 (est) -253 (of) -252 (our) -253 (kno) 7 (wle) -7 (dge) 10 (\054) -253 (this) -252 (is) -253 (the) -253 (\033rst) -253 (study) -252 (that) -253 (system\055) ] TJ 1.015 0 0 1 317.955 533.968 Tm [ (atically) -245 (inv) 8 (estigates) -245 (automate) -7 (d) -245 (corr) 8 (elate) -7 (d) -245 (time) -245 (series) -245 (for) 8 (e) -7 (casting) ] TJ 1.011 0 0 1 317.955 523.009 Tm [ (by) -246 (e) 7 (xploring) -247 (jointly) -246 (the) -247 (neural) -246 (ar) 8 (chite) -7 (ctur) 8 (es) -246 (of) -247 (ST) 59 (\055blo) -7 (cks) -247 (and) -246 (ST) 58 (\055) ] TJ 0.98 0 0 1 317.955 512.05 Tm [ (backb) -10 (ones\056) -225 (The) -224 (study) -225 (makes) -225 (thr) 9 (e) -7 (e) -225 (contributions\056) -225 (First\054) -224 (w) 8 (e) -225 (car) 9 (efully) ] TJ 1.005 0 0 1 317.955 501.091 Tm [ (design) -249 (a) -249 (micr) 8 (o) -249 (sear) 8 (ch) -249 (space) -249 (for) -249 (corr) 8 (elate) -7 (d) -248 (time) -249 (series) -249 (for) 8 (e) -7 (casting\054) ] TJ 1.02 0 0 1 317.955 490.132 Tm [ (including) -266 (b) -10 (oth) -267 (T) 58 (\055op) -7 (erators) -266 (and) -267 (S\055op) -7 (erators\054) -266 (along) -267 (with) -266 (a) -267 (sear) 8 (ch) ] TJ 1.014 0 0 1 317.955 479.173 Tm [ (strategy) -246 (that) -245 (is) -246 (able) -246 (to) -246 (identify) -245 (optimal) -246 (ST) 58 (\055blo) -7 (cks) -246 (fr) 8 (om) -245 (the) -246 (micr) 8 (o) ] TJ 0.98 0 0 1 317.955 468.214 Tm [ (sear) 8 (ch) -247 (space) 10 (\056) -247 (Se) -8 (cond\054) -247 (w) 8 (e) -247 (pr) 8 (op) -7 (ose) -248 (a) -247 (macr) 8 (o) -247 (sear) 8 (ch) -247 (space) 10 (\054) -248 (along) -247 (with) ] TJ 0.98 0 0 1 317.955 457.255 Tm [ (a) -233 (joint) -232 (sear) 8 (ch) -233 (strategy) -233 (that) -232 (sear) 8 (ches) -233 (b) -10 (oth) -233 (ST) 61 (\055blo) -8 (cks) -232 (and) -233 (for) 8 (e) -7 (casting) ] TJ 1.016 0 0 1 317.955 446.296 Tm [ (mo) -7 (dels\054) -248 (while) -248 (allo) 7 (wing) -248 (\036e) 7 (xible) -248 (top) -6 (ologies) -248 (among) -248 (heter) 8 (ogene) -7 (ous) ] TJ 0.996 0 0 1 317.955 435.337 Tm [ (ST) 59 (\055blo) -7 (cks\056) -252 (Thir) 8 (d\054) -252 (w) 8 (e) -252 (conduct) -252 (e) 7 (xtensiv) 8 (e) -252 (e) 7 (xp) -7 (eriments) -253 (on) -252 (corr) 8 (elate) -7 (d) ] TJ 0.991 0 0 1 317.955 424.379 Tm [ (time) -251 (series) -251 (fr) 8 (om) -251 (di\035er) 8 (ent) -251 (application) -251 (domains) -251 (to) -251 (o\035er) -251 (insight) -251 (into) ] TJ 0.98 0 0 1 317.955 413.42 Tm [ (and) -201 (justify) -202 (our) -201 (design) -201 (choices\054) -202 (demonstrating) -201 (also) -201 (that) -202 (our) -201 (pr) 8 (op) -7 (osal) ] TJ 1 0 0 1 317.955 402.461 Tm [ (is) -250 (able) -250 (to) -250 (outp) -7 (erform) -250 (state\055of\055the\055art) -250 (metho) -7 (ds\056) ] TJ /F272 10.9091 Tf 0 -29.45 Td [ (2) -1000 (PRELIMINARIES) ] TJ /F258 8.9664 Tf 0.98 0 0 1 317.525 359.312 Tm [ (W) 82 (e) -215 (intr) 8 (o) -7 (duce) -214 (corr) 8 (elate) -7 (d) -214 (time) -215 (series) -214 (for) 8 (e) -7 (casting\054) -214 (co) 7 (v) 8 (er) -215 (concepts) -214 (that) ] TJ 0.998 0 0 1 317.955 348.353 Tm [ (ar) 8 (e) -250 (ne) -8 (cess) 1 (a) -1 (r) -15 (y) -250 (for) -251 (the) -250 (pap) -7 (er\047s) -251 (pr) 9 (op) -8 (osa) 1 (l) -1 (\054) -250 (and) -250 (formalize) -251 (the) -250 (pr) 8 (oblem\056) ] TJ /F272 8.9664 Tf 0.98 0 0 1 317.955 337.394 Tm [ (Corr) 8 (elate) -7 (d) -225 (Time) -225 (Series\056) ] TJ /F258 8.9664 Tf 0.98 0 0 1 414.709 337.394 Tm [ (Consider) ] TJ /F370 8.9664 Tf 1 0 0 1 449.048 337.394 Tm [ (\043) ] TJ /F258 8.9664 Tf 0.98 0 0 1 458.251 337.394 Tm [ (corr) 8 (elate) -7 (d) -225 (multivariate) -225 (time) ] TJ 1.02 0 0 1 317.955 326.436 Tm [ (series) ] TJ /F373 8.9664 Tf 1 0 0 1 341.395 326.436 Tm [ (X) ] TJ /F264 8.9664 Tf 9.789 0 Td [ (2) ] TJ /F377 8.9664 Tf 7.494 0 Td [ (R) ] TJ /F379 7.2727 Tf 6.017 3.254 Td [ (\043) ] TJ /F264 7.2727 Tf 6.283 0 Td [ <02> ] TJ /F379 7.2727 Tf 4.044 0 Td [ (\051) ] TJ /F264 7.2727 Tf 5.287 0 Td [ <02> ] TJ /F379 7.2727 Tf 4.626 0 Td [ (\033) ] TJ /F258 8.9664 Tf 1.02 0 0 1 389.945 326.436 Tm [ (\054) -246 (wher) 8 (e) -246 (each) -246 (time) -246 (series) -246 (co) 7 (v) 8 (ers) ] TJ /F370 8.9664 Tf 1 0 0 1 506.963 326.436 Tm [ (\051) ] TJ /F258 8.9664 Tf 1.02 0 0 1 515.345 326.436 Tm [ (timestamps) ] TJ 1.02 0 0 1 317.955 315.477 Tm [ (and) -330 (each) -329 (timestamp) -330 (is) -329 (asso) -7 (ciate) -7 (d) -330 (with) ] TJ /F370 8.9664 Tf 1 0 0 1 467.59 315.477 Tm [ (\033) ] TJ /F258 8.9664 Tf 1.02 0 0 1 475.778 315.477 Tm [ (featur) 8 (es\056) -330 (For) -330 (e) 7 (xample) 10 (\054) ] TJ 0.98 0 0 1 317.955 304.518 Tm [ (assuming) -231 (that) -230 (100) -231 (sensors) -231 (ar) 8 (e) -230 (deplo) 7 (y) 8 (e) -7 (d) -231 (in) -231 (a) -230 (r) 8 (oad) -231 (netw) 8 (ork) -230 (and) -231 (each) ] TJ 1.017 0 0 1 317.955 293.559 Tm [ (sensor) -246 (r) 8 (ep) -7 (orts) -245 (b) -10 (oth) -246 (trav) 8 (el) -246 (sp) -7 (e) -7 (e) -6 (d) -246 (and) -246 (tra\034c) -245 (\036o) 6 (w) -245 (e) 7 (v) 7 (er) -14 (y) -246 (5) -246 (minutes\056) ] TJ 1.012 0 0 1 317.686 282.6 Tm [ (Then\054) -248 (for) -247 (one) -248 (day) 59 (\054) -248 (w) 8 (e) -247 (hav) 7 (e) -247 (corr) 8 (elate) -7 (d) -248 (time) -247 (series) ] TJ /F373 8.9664 Tf 1 0 0 1 501.532 282.6 Tm [ (X) ] TJ /F264 8.9664 Tf 9.781 0 Td [ (2) ] TJ /F377 8.9664 Tf 7.486 0 Td [ (R) ] TJ /F261 7.2727 Tf 5.981 3.255 Td [ (100) ] TJ /F264 7.2727 Tf 10.145 0 Td [ <02> ] TJ /F261 7.2727 Tf 4.626 0 Td [ (288) ] TJ /F264 7.2727 Tf 10.145 0 Td [ <02> ] TJ /F261 7.2727 Tf 4.626 0 Td [ (2) ] TJ /F258 8.9664 Tf 1.02 0 0 1 317.623 271.641 Tm [ (with) ] TJ /F370 8.9664 Tf 1 0 0 1 337.035 271.641 Tm [ (\043) ] TJ /F388 8.9664 Tf 9.728 0 Td [ (\075) ] TJ /F261 8.9664 Tf 1.02 0 0 1 354.572 271.641 Tm [ (100) ] TJ /F258 8.9664 Tf 1.02 0 0 1 369.577 271.641 Tm [ (time) -246 (series) -245 (co) 7 (v) 8 (ering) ] TJ /F370 8.9664 Tf 1 0 0 1 445.904 271.641 Tm [ (\051) ] TJ /F388 8.9664 Tf 8.634 0 Td [ (\075) ] TJ /F261 8.9664 Tf 1.02 0 0 1 462.347 271.641 Tm [ (288) ] TJ /F258 8.9664 Tf 1.02 0 0 1 477.352 271.641 Tm [ (timestamps) -246 (and) ] TJ /F370 8.9664 Tf 1 0 0 1 538.465 271.641 Tm [ (\033) ] TJ /F388 8.9664 Tf 7.675 0 Td [ (\075) ] TJ /F261 8.9664 Tf 1.02 0 0 1 553.949 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(orMetric) ] TJ /F264 8.9664 Tf 41.734 0 Td [ () -65 (F) ] TJ /F379 7.2727 Tf 8.968 -1.345 Td [ (F) ] TJ /F370 8.9664 Tf 6 1.345 Td [ (\225) ] TJ /F264 8.9664 Tf 3.736 0 Td [ (D) -60 () ] TJ /F370 8.9664 Tf 11.414 0 Td [ (\225) ] TJ /F258 8.9664 Tf 55.591 0 Td [ (\0503\051) ] TJ 0.98 0 0 1 53.467 307.531 Tm [ (wher) 8 (e) ] TJ /F424 8.9664 Tf 1 0 0 1 77.305 307.531 Tm [ (Err) 8 (orMetric) ] TJ /F264 8.9664 Tf 41.734 0 Td [ () -65 (F) ] TJ /F379 7.2727 Tf 8.968 -1.345 Td [ (F) ] TJ /F370 8.9664 Tf 6 1.345 Td [ (\225) ] TJ /F264 8.9664 Tf 3.736 0 Td [ (D) -60 () ] TJ /F258 8.9664 Tf 0.98 0 0 1 150.92 307.531 Tm [ (r) 8 (eturns) -170 (the) -170 (for) 8 (e) -7 (casting) -170 (err) 8 (or) -170 (of) -170 (the) -170 (mo) -7 (del) ] TJ /F264 8.9664 Tf 1 0 0 1 54.022 296.572 Tm [ (F) ] TJ /F379 7.2727 Tf 5.399 -1.345 Td [ (F) ] TJ /F258 8.9664 Tf 8.511 1.345 Td [ (that) -250 (is) -250 (learne) -7 (d) -250 (on) -250 (a) -250 (training) -250 (dataset) ] TJ /F264 8.9664 Tf 132.37 0 Td [ (D) ] TJ /F258 8.9664 Tf 8.249 0 Td [ (\056) ] TJ /F272 10.9091 Tf -154.753 -22.325 Td [ (3) -1000 (AU) -37 (T) 5 (OMA) 63 (TED) -250 (CTS) -250 (FORECASTING) ] TJ /F258 8.9664 Tf 0.98 0 0 1 53.798 260.549 Tm [ (Figur) 8 (e) -196 (2) -195 (o\035ers) -196 (an) -196 (o) 7 (v) 8 (er) -15 (vie) 7 (w) -196 (of) -195 (the) -196 (automate) -7 (d) -196 (CTS) -196 (for) 8 (e) -7 (casting) -195 (frame\055) ] TJ 1.003 0 0 1 53.467 249.59 Tm [ (w) 8 (ork) ] TJ /F284 8.9664 Tf 1.003 0 0 1 74.843 249.59 Tm [ (A) 34 (utoCTS) ] TJ /F258 8.9664 Tf 1.003 0 0 1 106.518 249.59 Tm [ (\054) -250 (which) -250 (consists) -250 (of) -250 (thr) 8 (e) -7 (e) -250 (main) -249 (comp) -7 <6f6e656e747316616e> -250 (em\055) ] TJ 0.997 0 0 1 53.798 238.631 Tm [ (b) -10 (e) -7 (dding) -251 (lay) 8 (er) 59 (\054) -250 (an) -251 (ST) 59 (\055backb) -10 (one) -251 (learning) -250 (lay) 8 (er) 59 (\054) -251 (and) -251 (an) -250 (output) -251 (lay) 8 (er) 59 (\056) ] TJ 0.992 0 0 1 63.761 227.672 Tm [ (The) -251 (emb) -10 (e) -7 (dding) -252 (lay) 8 (er) -251 (maps) -251 (the) -251 (original) -252 (input) -251 (featur) 8 (e) -251 (fr) 8 (om) -251 (time) ] TJ 1.02 0 0 1 53.798 216.713 Tm [ (series) ] TJ /F370 8.9664 Tf 1 0 0 1 77.068 216.713 Tm [ (\055) ] TJ /F258 8.9664 Tf 1.02 0 0 1 86.167 216.713 Tm [ (to) -257 (a) -256 (high\055dimensional) -257 (r) 8 (epr) 8 (esentation) ] TJ /F370 8.9664 Tf 1 0 0 1 226.734 216.713 Tm [ (\057) ] TJ /F258 8.9664 Tf 1.02 0 0 1 232.948 216.713 Tm [ (\054) -257 (which) -256 (facilities) ] TJ 1 0 0 1 53.798 205.754 Tm [ (e) 7 (xtracting) -250 (richer) -250 (featur) 8 (es) -250 (fr) 8 (om) -250 (the) -250 (input) -250 (time) -250 (series\056) ] TJ 0.98 0 0 1 63.761 194.795 Tm [ (The) -237 (ST) 60 (\055backb) -10 (one) -238 (learning) -237 (lay) 8 (er) 60 (\054) -238 (which) -237 (is) -238 (the) -237 (cor) 8 (e) -238 (comp) -7 (onent) -237 (of) ] TJ /F284 8.9664 Tf 0.982 0 0 1 53.798 183.836 Tm [ (A) 35 (utoCTS) ] TJ /F258 8.9664 Tf 0.982 0 0 1 84.804 183.836 Tm [ (\054) -254 (is) -255 (able) -254 (to) -255 (automatically) -254 (design) -255 (ST) 60 (\055backb) -10 (ones) -254 (that) -255 (encom\055) ] TJ 0.98 0 0 1 53.798 172.877 Tm [ (pass) -192 (heter) 8 (ogene) -7 (ous) -193 (ST) 60 (\055blo) -7 (cks) -192 (\050) 12 (as) -192 (e) 7 (xempli\033e) -7 (d) -193 (in) -192 (Figur) 8 (e) -192 (2) -192 (\050) -13 (b\051\051\054) -192 (wher) 8 (e) ] TJ 0.98 0 0 1 53.798 161.919 Tm [ (the) -249 (design) -249 (of) -250 (the) -249 (heter) 8 (ogene) -7 (ous) -249 (ST) 60 (\055blo) -7 (cks) -249 (is) -249 (also) -249 (automate) -7 (d) -250 (\050) 13 (as) -250 (e) 8 (x\055) ] TJ 0.98 0 0 1 53.798 150.96 Tm [ (empli\033e) -7 (d) -212 (in) -212 (Figur) 8 (e) -212 (2) -211 (\050) 17 (c\051\051\056) -212 (When) -212 (sear) 8 (ching) -212 (for) -211 (ST) 60 (\055backb) -10 (ones\054) -212 (w) 8 (e) -212 (use) ] TJ 1.013 0 0 1 53.798 140.001 Tm [ (parameter) ] TJ /F370 8.9664 Tf 1 0 0 1 93.389 140.001 Tm [ (W) ] TJ /F258 8.9664 Tf 1.013 0 0 1 100.581 140.001 Tm [ (to) -246 (parameterize) -246 (the) -246 (conne) -7 (ctions) -246 (among) -246 (di\035er) 8 (ent) -246 (ST) 59 (\055) ] TJ 0.988 0 0 1 53.798 128.488 Tm [ (blo) -7 (cks\056) -252 (For) -253 (e) 8 (xample) 10 (\054) ] TJ /F370 8.9664 Tf 1 0 0 1 128.98 128.488 Tm [ (W) ] TJ /F264 7.2727 Tf 5.54 3.255 Td [ () ] TJ /F261 7.2727 Tf 2.786 0 Td [ (4) ] TJ /F264 7.2727 Tf 3.382 0 Td [ () ] TJ /F258 8.9664 Tf 0.988 0 0 1 146.424 128.488 Tm [ (contr) 8 (ols) -252 (ho) 7 (w) -252 (the) -252 (thr) 8 (e) -7 (e) -253 (conne) -7 (ctions) -252 (fr) 8 (om) ] TJ 0.98 0 0 1 53.798 117.529 Tm [ (ST) 60 (\055blo) -7 (cks) ] TJ /F370 8.9664 Tf 1 0 0 1 89.984 117.529 Tm [ (1) ] TJ /F261 7.2727 Tf 4.69 -1.345 Td [ (1) ] TJ /F258 8.9664 Tf 0.98 0 0 1 98.554 117.529 Tm [ (\054) ] TJ /F370 8.9664 Tf 1 0 0 1 101.895 117.529 Tm [ (1) ] TJ /F261 7.2727 Tf 4.689 -1.345 Td [ (2) ] TJ /F258 8.9664 Tf 0.98 0 0 1 110.464 117.529 Tm [ (\054) -213 (and) ] TJ /F370 8.9664 Tf 1 0 0 1 128.903 117.529 Tm [ (1) ] TJ /F261 7.2727 Tf 4.689 -1.345 Td [ (3) ] TJ /F258 8.9664 Tf 0.98 0 0 1 139.346 117.529 Tm [ (conne) -7 (ct) -213 (to) -214 (ST) 61 (\055blo) -8 (ck) ] TJ /F370 8.9664 Tf 1 0 0 1 211.301 117.529 Tm [ (1) ] TJ /F261 7.2727 Tf 4.689 -1.345 Td [ (4) ] TJ /F258 8.9664 Tf 0.98 0 0 1 219.87 117.529 Tm [ (\056) -213 (When) -214 (sear) 8 (ching) -213 (for) ] TJ 0.98 0 0 1 53.798 106.57 Tm [ (ST) 60 (\055blo) -7 (cks\054) -197 (w) 8 (e) -198 (sear) 8 (ch) -197 (b) -10 (oth) -198 (\0501\051) -197 (the) -197 (op) -8 (erato) 1 (rs) -198 (b) -10 (etw) 8 (e) -7 (en) -198 (tw) 9 (o) -198 (r) 8 (epr) 9 (esenta\055) ] TJ 0.98 0 0 1 53.798 95.611 Tm [ (tions\054) -211 (parameterize) -7 (d) -210 (by) ] TJ /F370 8.9664 Tf 1 0 0 1 138.94 95.611 Tm [ (U) ] TJ /F258 8.9664 Tf 0.98 0 0 1 144.387 95.611 Tm [ (\054) -211 (and) -210 (\0502\051) -211 (the) -210 (di\035er) 8 (ent) -211 (p) -7 (ossible) -210 (conne) -8 (ctions) ] TJ 1.02 0 0 1 53.798 84.653 Tm [ (among) -244 (di\035er) 8 (ent) -244 (hidden) -244 (r) 8 (epr) 8 (esentations\054) -244 (parameterize) -7 (d) -244 (by) ] TJ /F370 8.9664 Tf 1 0 0 1 272.634 84.653 Tm [ (V) ] TJ /F258 8.9664 Tf 1.02 0 0 1 277.525 84.653 Tm [ (\056) -244 (For) ] TJ 0 g 0 G 0 g 0 G 0.991 0 0 1 317.955 509.081 Tm [ (e) 7 (xample) 10 (\054) ] TJ /F370 8.9664 Tf 1 0 0 1 352.103 509.081 Tm [ (U) ] TJ /F264 7.2727 Tf 6.028 4.593 Td [ () ] TJ /F261 7.2727 Tf 2.786 0 Td [ (0) ] TJ /F379 7.2727 Tf 3.164 0 Td [ (\225) ] TJ /F261 7.2727 Tf 1.807 0 Td [ (3) ] TJ /F264 7.2727 Tf 3.382 0 Td [ () ] TJ /F261 7.2727 Tf -12.083 -7.914 Td [ (2) ] TJ /F258 8.9664 Tf 0.991 0 0 1 375.005 509.081 Tm [ (r) 8 (epr) 8 (esents) -251 (the) -252 (op) -7 (erators) -251 (b) -10 (etw) 8 (e) -7 (en) -251 (hidden) -252 (r) 8 (epr) 8 (esen\055) ] TJ 1.02 0 0 1 317.955 495.004 Tm [ (tations) ] TJ /F370 8.9664 Tf 1 0 0 1 345.733 495.004 Tm [ <11> ] TJ /F261 7.2727 Tf 4.967 -1.345 Td [ (0) ] TJ /F258 8.9664 Tf 1.02 0 0 1 357.191 495.004 Tm [ (and) ] TJ /F370 8.9664 Tf 1 0 0 1 373.161 495.004 Tm [ <11> ] TJ /F261 7.2727 Tf 4.968 -1.345 Td [ (3) ] TJ /F258 8.9664 Tf 1.02 0 0 1 384.619 495.004 Tm [ (in) -285 (ST) 57 (\055blo) -6 (ck) ] TJ /F370 8.9664 Tf 1 0 0 1 429.458 495.004 Tm [ (1) ] TJ /F261 7.2727 Tf 4.69 -1.345 Td [ (2) ] TJ /F258 8.9664 Tf 1.02 0 0 1 438.028 495.004 Tm [ (\054) ] TJ /F370 8.9664 Tf 1 0 0 1 442.74 495.004 Tm [ (V) ] TJ /F264 7.2727 Tf 5.473 4.592 Td [ () ] TJ /F261 7.2727 Tf 2.785 0 Td [ (3) ] TJ /F264 7.2727 Tf 3.382 0 Td [ () ] TJ /F261 7.2727 Tf -7.094 -7.914 Td [ (2) ] TJ /F258 8.9664 Tf 1.02 0 0 1 460.492 495.004 Tm [ (r) 8 (epr) 8 (esents\054) -286 (in) -285 (ST) 58 (\055blo) -7 (ck) ] TJ /F370 8.9664 Tf 1 0 0 1 548.607 495.004 Tm [ (1) ] TJ /F261 7.2727 Tf 4.689 -1.345 Td [ (2) ] TJ /F258 8.9664 Tf 1.02 0 0 1 557.176 495.004 Tm [ (\054) ] TJ 0.98 0 0 1 317.955 484.045 Tm [ (ho) 7 (w) -196 (the) -196 (hidden) -197 (r) 8 (epr) 9 (esentations) ] TJ /F370 8.9664 Tf 1 0 0 1 431.728 484.045 Tm [ <11> ] TJ /F261 7.2727 Tf 4.968 -1.345 Td [ (0) ] TJ /F258 8.9664 Tf 0.98 0 0 1 440.576 484.045 Tm [ (\054) ] TJ /F370 8.9664 Tf 1 0 0 1 443.831 484.045 Tm [ <11> ] TJ /F261 7.2727 Tf 4.967 -1.345 Td [ (1) ] TJ /F258 8.9664 Tf 0.98 0 0 1 452.678 484.045 Tm [ (\054) -196 (and) ] TJ /F370 8.9664 Tf 1 0 0 1 470.883 484.045 Tm [ <11> ] TJ /F261 7.2727 Tf 4.967 -1.345 Td [ (2) ] TJ /F258 8.9664 Tf 0.98 0 0 1 481.455 484.045 Tm [ (conne) -7 (ct) -196 (to) -197 (the) -196 (hidden) ] TJ 1.006 0 0 1 317.955 473.086 Tm [ (r) 8 (epr) 8 (esentation) ] TJ /F370 8.9664 Tf 1 0 0 1 373.252 473.086 Tm [ <11> ] TJ /F261 7.2727 Tf 4.968 -1.345 Td [ (3) ] TJ /F258 8.9664 Tf 1.006 0 0 1 382.1 473.086 Tm [ (\056) -249 (W) 80 (e) -250 (use) -249 (unique) -249 (sets) -249 (of) -249 (parameters) ] TJ /F264 8.9664 Tf 1 0 0 1 512.203 473.086 Tm [ (f) ] TJ /F370 8.9664 Tf 3.685 0 Td [ (U) ] TJ /F379 7.2727 Tf 4.793 -1.345 Td [ (8) ] TJ /F370 8.9664 Tf 2.975 1.345 Td [ (\225) -187 (V) ] TJ /F379 7.2727 Tf 7.901 -1.345 Td [ (8) ] TJ /F264 8.9664 Tf 3.468 1.345 Td [ (g) ] TJ /F258 8.9664 Tf 1.006 0 0 1 541.181 473.086 Tm [ (such) ] TJ 0.995 0 0 1 317.955 462.127 Tm [ (that) -252 (heter) 8 (ogene) -7 (ous) -252 (ST) 60 (\055blo) -7 (cks) -252 (can) -252 (b) -10 (e) -252 (identi\033e) -7 (d\056) -252 (The) -252 (automatically) ] TJ 1.01 0 0 1 317.955 451.168 Tm [ (designe) -7 (d) -248 (ST) 59 (\055backb) -10 (one) -248 (takes) -248 (as) -248 (input) -248 (the) -248 (high\055dimensional) -248 (r) 8 (epr) 8 (e\055) ] TJ 0.98 0 0 1 317.955 440.209 Tm [ (sentation) ] TJ /F370 8.9664 Tf 1 0 0 1 352.987 440.209 Tm [ (\057) ] TJ /F258 8.9664 Tf 0.98 0 0 1 361.244 440.209 Tm [ (fr) 8 (om) -232 (the) -233 (emb) -10 (e) -7 (dding) -232 (lay) 8 (er) -233 (and) -232 (e) 7 (xtracts) -232 (spatio\055temp) -8 (oral) ] TJ 1 0 0 1 317.955 429.251 Tm [ (featur) 8 (es\054) -250 (which) -250 (ar) 8 (e) -250 (fe) -7 (d) -250 (to) -250 (the) -250 (output) -250 (lay) 8 (er) 59 (\056) ] TJ 1.02 0 0 1 327.918 417.992 Tm [ (Finally) 58 (\054) -365 (the) -365 (output) -364 (lay) 8 (er) -365 (makes) -365 (the) -365 (for) 8 (e) -7 (casting) ] TJ /F261 8.9664 Tf 1 0 0 1 513.195 420.032 Tm [ (\136) ] TJ /F370 8.9664 Tf -2.529 -2.04 Td [ (\055) ] TJ /F258 8.9664 Tf 1.02 0 0 1 517.418 417.992 Tm [ (\056) -365 (W) 78 (e) -365 (use) -364 (a) ] TJ 0.987 0 0 1 317.955 407.033 Tm [ (loss) -255 (function\054) -254 (e) 10 (\056g\056\054) -254 (mean) -255 (squar) 8 (e) -7 (d) -254 (err) 8 (or) 59 (\054) -254 (to) -255 (measur) 9 (e) -255 (the) -255 (d) 1 (iscr) 8 (epancy) ] TJ 1 0 0 1 317.955 396.074 Tm [ (b) -10 (etw) 8 (e) -7 (en) -250 (the) -250 (for) 8 (e) -7 (cast) -250 (w) 59 (\056r) 59 (\056t\056) -250 (the) -250 (gr) 8 (ound) -250 (truth) -250 (to) -250 (enable) -250 (learning\056) ] TJ 1.02 0 0 1 327.918 385.116 Tm [ (In) -278 (the) -279 (follo) 7 (wing\054) -279 (w) 8 (e) -278 (\033rst) -279 (identify) -278 (an) -279 (appr) 8 (opriate) -278 (sear) 7 (ch) -278 (gran\055) ] TJ 1.02 0 0 1 317.955 374.157 Tm [ (ularity) -294 (\050in) -294 (Se) -7 (ction) -294 (3\0561\051\054) -294 (then) -294 (w) 8 (e) -294 (intr) 8 (o) -7 (duce) -294 (the) -294 (design) -294 (of) -294 (a) -294 (micr) 8 (o) ] TJ 0.98 0 0 1 317.955 363.198 Tm [ (sear) 8 (ch) -218 (space) -219 (for) -218 (ST) 60 (\055blo) -7 (cks) -219 (\050in) -218 (Se) -7 (ction) -219 (3\0562\051) -218 (and) -219 (a) -218 (macr) 8 (o) -219 (sear) 9 (ch) -219 (space) ] TJ 1.02 0 0 1 317.955 352.239 Tm [ (for) -285 (ST) 57 (\055backb) -9 (ones) -286 (\050in) -285 (Se) -7 (ction) -286 (3\0563\051\056) -285 (Finally) 58 (\054) -286 (w) 8 (e) -286 (pr) 8 (esent) -285 (the) -286 (sear) 8 (ch) ] TJ 0.98 0 0 1 317.955 341.28 Tm [ (strategy) -252 (that) -252 (e) 7 (xplor) 9 (es) -252 (the) -252 (micr) 8 (o) -252 (and) -252 (macr) 8 (o) -252 (s) 1 (ear) 8 (ch) -252 (spaces) -252 (jointly) -252 (to) ] TJ 1 0 0 1 317.955 330.321 Tm [ (disco) 7 (v) 8 (er) -250 (pr) 8 (omising) -250 (for) 8 (e) -7 (casting) -250 (mo) -7 (dels) -250 (\050in) -250 (Se) -7 (ction) -250 (3\0564\051\056) ] TJ /F272 10.9091 Tf 0 -23.751 Td [ (3\0561) -1000 (Sear) 8 (ch) -250 (Granularity) ] TJ /F258 8.9664 Tf 1.02 0 0 1 317.686 292.872 Tm [ (The) -282 (sear) 7 (ch) -282 (space) -283 (can) -282 (b) -10 (e) -282 (constructe) -7 (d) -283 (fr) 8 (om) -282 (op) -7 (erators) -283 (of) -282 (di\035er) 8 (ent) ] TJ 1.014 0 0 1 317.955 281.913 Tm [ (granularities\056) -248 (A) -248 (sear) 8 (ch) -248 (space) -248 (base) -7 (d) -248 (on) -248 (\033ne\055granularity) -248 (op) -7 (erators) ] TJ 1.02 0 0 1 317.955 270.954 Tm [ (o\035ers) -343 (mor) 7 (e) -343 (\036e) 7 (xibility) -343 (and) -344 (gr) 8 (eater) -343 (opp) -7 (ortunities) -343 (for) -344 (identifying) ] TJ 1.02 0 0 1 317.955 259.995 Tm [ (pr) 8 (omising) -339 (neural) -339 (ar) 8 (chite) -7 (ctur) 8 (es) -339 (that) -340 (cannot) -339 (b) -9 (e) -339 (identi\033e) -7 (d) -339 (by) -339 (hu\055) ] TJ 1.002 0 0 1 317.955 249.036 Tm [ (man) -249 (e) 7 (xp) -7 (erts\054) -249 (but) -248 (it) -249 (often) -249 (also) -249 (yields) -249 (a) -248 (v) 8 (er) -15 (y) -249 (large) -249 (sear) 8 (ch) -249 (space) 10 (\054) -249 (the) ] TJ 1.015 0 0 1 317.955 238.077 Tm [ (sear) 8 (ch) -247 (of) -247 (which) -247 (takes) -248 (pr) 8 (ohibitiv) 8 (ely) -247 (long) -247 (time) -247 (and) -247 (r) 8 (e) -7 (quir) 8 (es) -248 (e) 7 (xces\055) ] TJ 0.996 0 0 1 317.955 227.118 Tm [ (siv) 8 (e) -252 (computational) -252 (r) 8 (esour) 8 (ces\056) -252 (In) -252 (contrast\054) -252 (a) -252 (sear) 8 (ch) -253 (space) -252 (base) -7 (d) -252 (on) ] TJ 0.98 0 0 1 317.955 216.159 Tm [ (coarse\055granularity) -243 (op) -7 (erators) -242 (yields) -243 (a) -243 (smaller) -242 (sear) 8 (ch) -243 (space) -242 (and) -243 (thus) ] TJ 1.02 0 0 1 317.955 205.2 Tm [ (sp) -7 (e) -7 (e) -7 (ds) -322 (up) -323 (the) -323 (sear) 8 (ch) -323 (pr) 8 (o) -7 (cess\054) -322 (but) -323 (it) -323 (may) -322 (also) -323 (intr) 8 (o) -7 (duce) -323 (human) ] TJ 1.02 0 0 1 317.955 194.242 Tm [ (biases) -341 (that) -341 (may) -342 (pr) 8 (e) 7 (v) 8 (ent) -341 (the) -342 (identi) 1 (\033cation) -342 (of) -341 (high\055p) -7 (erformance) ] TJ 1 0 0 1 317.955 183.283 Tm [ (ar) 8 (chite) -7 (ctur) 8 (es\056) ] TJ 0.98 0 0 1 327.918 172.324 Tm [ (Mor) 8 (e) -185 (sp) -7 (e) -7 (ci\033cally) 60 (\054) -185 (in) -185 (our) -184 (pr) 8 (oblem) -185 (setting\054) -185 (thr) 8 (e) -7 (e) -185 (di\035er) 8 (ent) -185 (granular\055) ] TJ 0.983 0 0 1 317.955 161.365 Tm [ (ities) -254 (e) 7 (xist\056) -253 (Fr) 8 (om) -254 (coarse) -254 (to) -254 (\033ne) 10 (\054) -253 (the) 7 (y) -254 (ar) 8 (e) ] TJ /F272 8.9664 Tf 0.983 0 0 1 461.17 161.365 Tm [ (ST) 60 (\055blo) -7 (cks) ] TJ /F258 8.9664 Tf 0.983 0 0 1 499.732 161.365 Tm [ (\054) ] TJ /F272 8.9664 Tf 0.983 0 0 1 503.908 161.365 Tm [ (S\057T) -254 (op) -7 (erators) ] TJ /F258 8.9664 Tf 0.983 0 0 1 557.249 161.365 Tm [ (\054) ] TJ 0.984 0 0 1 317.955 150.406 Tm [ (and) ] TJ /F272 8.9664 Tf 0.984 0 0 1 333.466 150.406 Tm [ (basic) -253 (computations) ] TJ /F258 8.9664 Tf 0.984 0 0 1 410.533 150.406 Tm [ (\056) -253 (W) 81 (e) -253 (pr) 8 (o) -7 (ce) -7 (e) -7 (d) -253 (to) -253 (intr) 8 (o) -7 (duce) -253 (the) -253 (thr) 8 (e) -7 (e) -253 (gran\055) ] TJ 1.02 0 0 1 317.955 139.447 Tm [ (ularities) -296 (using) -296 (a) -297 (concr) 8 (ete) -296 (e) 7 (xample) 10 (\056) -297 (Then\054) -296 (w) 8 (e) -296 (discuss) -297 (our) -296 (design) ] TJ 1 0 0 1 317.955 128.488 Tm [ (choices) -250 (r) 8 (elate) -7 (d) -250 (to) -250 (cho) -7 (osing) -250 (the) -250 (appr) 8 (opriate) -250 (sear) 8 (ch) -250 (granularity) 59 (\056) ] TJ 0.98 0 0 1 327.918 117.529 Tm [ (Figur) 8 (e) -204 (3) -205 (sho) 7 (ws) -204 (the) -205 (neural) -205 (ar) 8 (chite) -7 (ctur) 9 (e) -205 (of) -205 (Spatio\055) 50 (T) 65 (emp) -8 (oral) -204 (Graph) ] TJ 0.98 0 0 1 317.955 106.57 Tm [ (Conv) 8 (olutional) -232 (Netw) 8 (orks) -232 (\050ST) 5 (GCN\051) -232 (\133) ] TJ 1 0 0 1 445.964 106.57 Tm [ (51) ] TJ 0.98 0 0 1 454.303 106.57 Tm [ (\135\054) -232 (a) -232 (human) -232 (designe) -7 (d) -233 (for) 9 (e) -8 (cast\055) ] TJ 1.02 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-249 (can) -248 (b) -10 (e) -248 (disco) 7 (v) 8 (er) 8 (e) -7 (d\056) -248 (W) 79 (e) -248 (\033rst) -248 (intr) 8 (o) -7 (duce) -248 (the) -249 (design) -248 (of) ] TJ 0.998 0 0 1 53.798 95.611 Tm [ (the) -251 (micr) 8 (o) -251 (sear) 8 (ch) -252 (space) -251 (and) -251 (then) -251 (e) 7 (xplain) -252 (ho) 7 (w) -251 (to) -251 (r) 8 (e) -7 (duce) -251 (the) -252 (size) -251 (of) ] TJ 1 0 0 1 53.798 84.653 Tm [ (the) -250 (micr) 8 (o) -250 (sear) 8 (ch) -250 (space) -250 (to) -250 (sp) -7 (e) -7 (e) -7 (d) -250 (up) -250 (sear) 8 (ch\056) ] TJ 0 g 0 G 0 g 0 G /F451 8.9664 Tf 0.998 0 0 1 317.955 698.351 Tm [ (3\0562\0561) -1002 (Micr) 8 (o\055D) 29 (A) 34 (G\056) ] TJ /F258 8.9664 Tf 0.998 0 0 1 389.315 698.351 Tm [ (W) 80 (e) -251 (assume) -251 (that) -252 (an) -251 (ST) 59 (\055blo) -7 (ck) -251 (includes) ] TJ /F370 8.9664 Tf 1 0 0 1 527.07 698.351 Tm [ (\042) ] TJ /F258 8.9664 Tf 0.998 0 0 1 537.245 698.351 Tm [ (latent) ] TJ 0.991 0 0 1 317.955 687.392 Tm [ (r) 8 (epr) 8 (esentations\056) -253 (The) -253 (\033rst) -254 (latent) -253 (r) 8 (epr) 8 (esentation) -253 (is) -254 (the) -253 (output) -253 (r) 8 (epr) 8 (e\055) ] TJ 1.015 0 0 1 317.955 676.433 Tm [ (sentation) -245 (fr) 8 (om) -245 (the) -244 (emb) -10 (e) -7 (dding) -245 (lay) 8 (er) -245 (or) -244 (the) -245 (output) -245 (r) 8 (epr) 8 (esentation) ] TJ 0.999 0 0 1 317.955 665.474 Tm [ (of) -251 (another) -251 (ST) 59 (\055blo) -7 (ck\056) -251 (In) -251 (addition\054) -252 (w) 8 (e) -251 (consider) -251 (a) -251 (set) ] TJ /F264 8.9664 Tf 1 0 0 1 503.84 665.474 Tm [ (O) ] TJ /F258 8.9664 Tf 0.999 0 0 1 512.85 665.474 Tm [ (of) -251 (op) -7 (erators\054) ] TJ 1.02 0 0 1 317.955 654.516 Tm [ (e) 10 (\056g\056\054) -275 (including) -275 (multiple) -274 (S\057T) -275 (op) -7 (erators\054) -275 (that) -274 (ar) 7 (e) -274 (able) -275 (to) -275 (transform) ] TJ 1 0 0 1 317.955 643.557 Tm [ (one) -250 (latent) -250 (r) 8 (epr) 8 (esentation) -250 (to) -250 (a) -250 (ne) 7 (w) -250 (latent) -250 (r) 8 (epr) 8 (esentation\056) ] TJ 0.984 0 0 1 327.918 632.598 Tm [ (W) 81 (e) -254 (r) 8 (epr) 8 (esent) -254 (the) -255 (micr) 8 (o) -254 (sear) 8 (ch) -255 (space) -254 (as) -255 (a) -254 (dir) 8 (e) -7 (cte) -7 (d) -255 (acy) 8 (clic) -254 (graph\054) ] TJ 0.98 0 0 1 317.955 621.639 Tm [ (denote) -7 (d) -238 (as) -239 (micr) 8 (o\055D) 30 (A) 35 (G) -239 (\050) 13 (se) -7 (e) -239 (Figur) 8 (e) -238 (4\051\056) -238 (The) -239 (micr) 9 (o\055D) 29 (A) 35 (G) -238 (has) ] TJ /F370 8.9664 Tf 1 0 0 1 527.127 621.639 Tm [ (\042) ] TJ /F258 8.9664 Tf 0.98 0 0 1 537.147 621.639 Tm [ (no) -7 (des) ] TJ /F370 8.9664 Tf 1 0 0 1 317.552 610.68 Tm [ <11> ] TJ /F379 7.2727 Tf 4.676 -1.345 Td [ (8) ] TJ /F258 8.9664 Tf 1.004 0 0 1 325.472 610.68 Tm [ (\054) ] TJ /F261 8.9664 Tf 1.004 0 0 1 329.687 610.68 Tm [ (0) ] TJ /F264 8.9664 Tf 1 0 0 1 336.633 610.68 Tm [ <14> ] TJ /F370 8.9664 Tf 8.104 0 Td [ (8) ] TJ /F264 8.9664 Tf 5.848 0 Td [ <14> ] TJ /F370 8.9664 Tf 8.373 0 Td [ (\042) ] TJ /F264 8.9664 Tf 9.901 0 Td [ <00> ] TJ /F261 8.9664 Tf 1.004 0 0 1 376.537 610.68 Tm [ (1) ] TJ /F258 8.9664 Tf 1.004 0 0 1 380.723 610.68 Tm [ (\054) -248 (that) -249 (each) -248 (denotes) -248 (a) -248 (latent) -249 (r) 8 (epr) 8 (esentation\056) -248 (No) -7 (de) ] TJ /F370 8.9664 Tf 1 0 0 1 317.552 599.721 Tm [ <11> ] TJ /F261 7.2727 Tf 4.967 -1.345 Td [ (0) ] TJ /F258 8.9664 Tf 1.02 0 0 1 329.312 599.721 Tm [ (denotes) -319 (the) -318 (r) 8 (epr) 8 (esentation) -319 (r) 8 (eturne) -7 (d) -318 (by) -319 (the) -318 (emb) -10 (e) -7 (dding) -319 (lay) 8 (er) 58 (\056) ] TJ 1.02 0 0 1 317.955 588.762 Tm [ (For) -275 (each) -276 (no) -7 (de) -275 (pair) ] TJ /F264 8.9664 Tf 1 0 0 1 391.182 588.762 Tm [ () ] TJ /F370 8.9664 Tf 2.941 0 Td [ <11> ] TJ /F379 7.2727 Tf 4.676 -1.345 Td [ (8) ] TJ /F370 8.9664 Tf 2.975 1.345 Td [ (\225) -132 <11> ] TJ /F379 7.2727 Tf 8.702 -1.345 Td [ (9) ] TJ /F264 8.9664 Tf 3.309 1.345 Td [ () ] TJ /F258 8.9664 Tf 1.02 0 0 1 417.219 588.762 Tm [ (\054) -276 (w) 8 (e) -275 (hav) 8 (e) ] TJ /F264 8.9664 Tf 1 0 0 1 455.658 588.762 Tm [ (j) -65 (O) -91 (j) ] TJ /F258 8.9664 Tf 1.02 0 0 1 469.824 588.762 Tm [ (e) -7 (dges\054) -275 (wher) 7 (e) -275 (each) -275 (e) -7 (dge) ] TJ 1.005 0 0 1 317.955 577.803 Tm [ (corr) 8 (esp) -7 (onds) -250 (to) -249 (an) -250 (op) -7 (erator) -250 (fr) 8 (om) -249 (op) -7 (erator) -250 (set) ] TJ /F264 8.9664 Tf 1 0 0 1 486.3 577.803 Tm [ (O) ] TJ /F258 8.9664 Tf 1.005 0 0 1 493.061 577.803 Tm [ (\056) -250 (In) -249 (Figur) 8 (e) -250 (4\050) 12 (a\051\054) -250 (as) ] TJ /F264 8.9664 Tf 1 0 0 1 318.179 566.844 Tm [ (O) ] TJ /F388 8.9664 Tf 9.252 0 Td [ (\075) ] TJ /F264 8.9664 Tf 8.023 0 Td [ (f) ] TJ /F370 8.9664 Tf 3.505 0 Td [ (\076) ] TJ /F261 7.2727 Tf 4.501 -1.345 Td [ (1) ] TJ /F370 8.9664 Tf 3.611 1.345 Td [ (\225) -132 (\076) ] TJ /F261 7.2727 Tf 7.655 -1.345 Td [ (2) ] TJ /F370 8.9664 Tf 3.611 1.345 Td [ (\225) -132 (\076) ] TJ /F261 7.2727 Tf 7.654 -1.345 Td [ (3) ] TJ /F264 8.9664 Tf 4.104 1.345 Td [ (g) ] TJ /F258 8.9664 Tf 1.009 0 0 1 376.244 566.844 Tm [ (includes) -248 (thr) 8 (e) -7 (e) -247 (op) -7 (erators\054) -248 (each) -247 (no) -7 (de) -248 (pair) -247 (is) -248 (asso) -7 (ci\055) ] TJ 0.98 0 0 1 317.955 555.885 Tm [ (ate) -7 (d) -218 (with) -218 (thr) 8 (e) -7 (e) -218 (e) -7 (dges\056) -218 (In) -218 (addition\054) -218 (w) 8 (e) -217 (only) -218 (include) -218 (e) -7 (dges) -218 (fr) 8 (om) -218 (no) -7 (de) ] TJ /F370 8.9664 Tf 1 0 0 1 317.552 544.927 Tm [ <11> ] TJ /F379 7.2727 Tf 4.676 -1.345 Td [ (8) ] TJ /F258 8.9664 Tf 0.986 0 0 1 327.713 544.927 Tm [ (to) ] TJ /F370 8.9664 Tf 1 0 0 1 336.801 544.927 Tm [ <11> ] TJ /F379 7.2727 Tf 5.549 -1.345 Td [ (9) ] TJ /F258 8.9664 Tf 0.986 0 0 1 347.9 544.927 Tm [ (if) ] TJ /F370 8.9664 Tf 1 0 0 1 354.92 544.927 Tm [ (8) ] TJ /F371 8.9664 Tf 5.768 0 Td [ <9f> ] TJ /F370 8.9664 Tf 9.107 0 Td [ (9) ] TJ /F258 8.9664 Tf 0.986 0 0 1 372.952 544.927 Tm [ (\056) -253 (This) -254 (makes) -254 (the) -253 (graph) -254 (a) -253 (D) 29 (A) 35 (G\054) -254 (which) -253 (simulates) -254 (the) ] TJ 1 0 0 1 317.955 533.968 Tm [ (for) -15 (war) 8 (d) -250 (\036o) 7 (w) -250 (when) -250 (training) -250 (a) -250 (neural) -250 (netw) 8 (ork\056) ] TJ 0 g 0 G 0 g 0 G 0 g 0 G ET 1 0 0 1 350.628 407.346 cm q 0.48326 0 0 0.48326 0 0 cm q 174 0 0 220 0 0 cm /Im7 Do Q Q 1 0 0 1 -350.628 -407.346 cm BT /F258 6.9738 Tf 370.958 390.471 Td [ (\050) 12 (a\051) -424 (Micr) 8 (o\055D) 29 (A) 34 (G) ] TJ ET 1 0 0 1 441.441 407.346 cm q 0.48326 0 0 0.48326 0 0 cm q 174 0 0 220 0 0 cm /Im8 Do Q Q 1 0 0 1 -441.441 -407.346 cm BT /F258 6.9738 Tf 453.552 390.471 Td [ (\050) -12 (b\051) -424 (Deriv) 8 (e) -7 (d) -250 (ST) 59 (\055blo) -7 (ck) ] TJ 0 g 0 G /F272 8.9664 Tf -74.1 -26.016 Td [ (Figur) 8 (e) -250 (4\072) -250 (Micr) 8 (o) -250 (Sear) 8 (ch) -250 (Space) 10 (\056) ] TJ 0 g 0 G 0 g 0 G /F258 8.9664 Tf 0.98 0 0 1 327.918 341.035 Tm [ (Figur) 8 (e) -239 (4\050) -13 (b\051) -239 (sho) 7 (ws) -240 (a) -240 (deriv) 9 (e) -8 (d) -239 (ST) 60 (\055blo) -7 (ck\054) -240 (which) -239 (is) -240 (a) -240 (subgraph) -239 (of) -240 (the) ] TJ 0.98 0 0 1 317.955 330.076 Tm [ (micr) 8 (o\055D) 30 (A) 34 (G\056) -196 (Sp) -7 (e) -8 (ci\033cally) 61 (\054) -197 (the) -197 (deriv) 8 (e) -7 (d) -197 (ST) 61 (\055blo) -8 (c) 1 (k) -197 (only) -197 (r) 8 (etains) -197 (one) -196 (e) -7 (dge) 10 (\054) ] TJ 1.003 0 0 1 317.955 319.117 Tm [ (i\056e) 10 (\056\054) -249 (one) -248 (op) -7 (erator) 58 (\054) -248 (b) -10 (etw) 8 (e) -7 (en) -249 (each) -249 (no) -7 (d) 1 (e) -249 (pair) ] TJ /F264 8.9664 Tf 1 0 0 1 473.123 319.117 Tm [ () ] TJ /F370 8.9664 Tf 2.941 0 Td [ <11> ] TJ /F379 7.2727 Tf 4.676 -1.344 Td [ (8) ] TJ /F370 8.9664 Tf 2.975 1.344 Td [ (\225) -132 <11> ] TJ /F379 7.2727 Tf 8.702 -1.344 Td [ (9) ] TJ /F264 8.9664 Tf 3.309 1.344 Td [ () ] TJ /F258 8.9664 Tf 1.003 0 0 1 499.16 319.117 Tm [ (\056) -249 (In) -248 (addition\054) -249 (for) ] TJ 1.009 0 0 1 317.955 308.159 Tm [ (each) -247 (no) -7 (de) 10 (\054) -247 (it) -247 (pr) 8 (eser) -15 (v) 8 (es) -247 (at) -247 (most) -247 (tw) 8 (o) -246 (incoming) -247 (e) -7 (dges\056) -247 (This) -247 (enables) ] TJ 1.02 0 0 1 317.955 297.2 Tm [ (r) 8 (elativ) 8 (ely) -328 (comple) 7 (x) -328 (internal) -328 (top) -7 (ologies) -327 (for) -328 (ST) 58 (\055blo) -7 (cks) -328 (and) -328 (av) 8 (oids) ] TJ 1 0 0 1 317.955 286.241 Tm [ (intr) 8 (o) -7 (ducing) -250 (to) -7 (o) -250 (many) -250 (parameters\056) ] TJ 1.02 0 0 1 327.918 275.282 Tm [ (The) -259 (micr) 8 (o\055D) 28 (A) 33 (G) -259 (r) 8 (epr) 8 (esents) -259 (all) -259 (p) -7 (ossible) -259 (ar) 8 (chite) -7 (ctur) 8 (es) -260 (of) -259 (an) -259 (ST) 58 (\055) ] TJ 0.98 0 0 1 317.955 261.222 Tm [ (blo) -7 (ck) -177 (with) ] TJ /F370 8.9664 Tf 1 0 0 1 356.818 261.222 Tm [ (\042) ] TJ /F258 8.9664 Tf 0.98 0 0 1 366.295 261.222 Tm [ (latent) -176 (r) 8 (epr) 8 (esentations\056) -177 (This) -176 (design) -177 (yields) -176 (to) ] TJ /F264 8.9664 Tf 1 0 0 1 521.32 261.222 Tm [ (j) -65 (O) -91 (j) ] TJ /F458 5.4795 Tf 12.788 7.071 Td [ (\042) ] TJ /F264 5.4795 Tf 6.112 0 Td [ () ] TJ /F458 5.4795 Tf 2.044 0 Td [ (\042) ] TJ /F264 5.4795 Tf 5.674 0 Td [ <00> ] TJ /F261 5.4795 Tf 3.485 0 Td [ (1) ] TJ /F264 5.4795 Tf 2.712 0 Td [ () ] TJ ET q 1 0 0 1 534.163 266.605 cm [ ] 0 d 0 J 0.407 w 0 0 m 22.345 0 l S Q BT /F261 5.4795 Tf 544.062 262.227 Td [ (2) ] TJ /F258 8.9664 Tf 0.98 0 0 1 317.955 250.263 Tm [ (p) -7 (ossible) -250 (ST) 60 (\055blo) -7 (cks\056) -250 (This) -249 (is) -250 (b) -10 (e) -7 (cause) -250 (a) -250 (micr) 9 (o\055D) 29 (A) 35 (G) -250 (with) ] TJ /F370 8.9664 Tf 1 0 0 1 512.662 250.263 Tm [ (\042) ] TJ /F258 8.9664 Tf 0.98 0 0 1 522.783 250.263 Tm [ (no) -7 (des) -250 (has) ] TJ /F379 7.2727 Tf 1 0 0 1 319.078 242.005 Tm [ (\042) ] TJ /F264 7.2727 Tf 7.371 0 Td [ () ] TJ /F379 7.2727 Tf 2.713 0 Td [ (\042) ] TJ /F264 7.2727 Tf 6.789 0 Td [ <00> ] TJ /F261 7.2727 Tf 4.625 0 Td [ (1) ] TJ /F264 7.2727 Tf 3.382 0 Td [ () ] TJ ET q 1 0 0 1 319.151 239.823 cm [ ] 0 d 0 J 0.502 w 0 0 m 27.811 0 l S Q BT /F261 7.2727 Tf 331.365 234.425 Td [ (2) ] TJ /F258 8.9664 Tf 1.02 0 0 1 350.632 237.519 Tm [ (no) -7 (de) -271 (pairs) ] TJ /F264 8.9664 Tf 1 0 0 1 392.75 237.519 Tm [ () ] TJ /F370 8.9664 Tf 2.941 0 Td [ <11> ] TJ /F379 7.2727 Tf 4.677 -1.345 Td [ (8) ] TJ /F370 8.9664 Tf 2.974 1.345 Td [ (\225) -132 <11> ] TJ /F379 7.2727 Tf 8.702 -1.345 Td [ (9) ] TJ /F264 8.9664 Tf 3.309 1.345 Td [ () ] TJ /F258 8.9664 Tf 1.02 0 0 1 418.788 237.519 Tm [ (\054) -271 (wher) 8 (e) ] TJ /F370 8.9664 Tf 1 0 0 1 448.651 237.519 Tm [ (8) ] TJ /F371 8.9664 Tf 6.287 0 Td [ <9f> ] TJ /F370 8.9664 Tf 9.628 0 Td [ (9) ] TJ /F258 8.9664 Tf 1.02 0 0 1 467.722 237.519 Tm [ (\054) -271 (and) -270 (b) -10 (e) -7 (cause) -271 (each) -270 (no) -7 (de) ] TJ 1.003 0 0 1 317.955 226.56 Tm [ (pair) -250 (can) -249 (b) -10 (e) -250 (conne) -7 (cte) -7 (d) -249 (by) -250 (an) -249 (op) -7 (erator) -250 (fr) 8 (om) ] TJ /F264 8.9664 Tf 1 0 0 1 476.814 226.56 Tm [ (O) ] TJ /F258 8.9664 Tf 1.003 0 0 1 483.574 226.56 Tm [ (\056) -250 (In) -249 (Se) -7 (ction) -250 (3\0562\0563\054) -249 (w) 8 (e) ] TJ 1.001 0 0 1 317.955 215.601 Tm [ (discuss) -249 (ho) 7 (w) -249 (to) -249 (sele) -7 (ct) -249 (a) -250 (compact) -249 (op) -7 (erator) -249 (set) ] TJ /F264 8.9664 Tf 1 0 0 1 482.876 215.601 Tm [ (O) ] TJ /F258 8.9664 Tf 1.001 0 0 1 489.636 215.601 Tm [ (\054) -249 (thus) -249 (r) 8 (e) -7 (ducing) -249 (the) ] TJ 1 0 0 1 317.955 204.642 Tm [ (size) -250 (of) -250 (the) -250 (micr) 8 (o) -250 (sear) 8 (ch) -250 (space) -250 (without) -250 (comprising) -250 (e\035e) -7 (ctiv) 8 (eness\056) ] TJ /F451 8.9664 Tf 1.009 0 0 1 317.955 188.237 Tm [ (3\0562\0562) -991 (Parameterizing) -247 (ST) 58 (\055blo) -7 (cks\056) ] TJ /F258 8.9664 Tf 1.009 0 0 1 438.944 188.237 Tm [ (In) -247 (or) 8 (der) -248 (to) -247 (deriv) 8 (e) -247 (an) -248 (optimal) -247 (ST) 59 (\055) ] TJ 1.02 0 0 1 317.955 177.278 Tm [ (blo) -7 (ck\054) -261 (w) 8 (e) -261 (intr) 8 (o) -7 (duce) -261 (tw) 8 (o) -261 (sets) -260 (of) -261 (ar) 8 (chite) -7 (ctur) 8 (e) -261 (parameters) ] TJ /F370 8.9664 Tf 1 0 0 1 528.212 177.278 Tm [ (U) ] TJ /F258 8.9664 Tf 1.02 0 0 1 536.045 177.278 Tm [ (and) ] TJ /F370 8.9664 Tf 1 0 0 1 552.285 177.278 Tm [ (V) ] TJ /F258 8.9664 Tf 1.02 0 0 1 557.176 177.278 Tm [ (\054) ] TJ 1 0 0 1 317.623 166.319 Tm [ (wher) 8 (e) ] TJ /F370 8.9664 Tf 24.819 0 Td [ (U) ] TJ /F258 8.9664 Tf 7.689 0 Td [ (parameterizes) -250 (no) -7 (de) -250 (pair) -250 (and) ] TJ /F370 8.9664 Tf 106.242 0 Td [ (V) ] TJ /F258 8.9664 Tf 7.133 0 Td [ (parameterizes) -250 (no) -7 (des\056) ] TJ 0.98 0 0 1 327.918 154.807 Tm [ (First\054) -179 (w) 8 (e) -179 (parameterize) -179 (each) -179 (no) -7 (de) -179 (pair) ] TJ /F264 8.9664 Tf 1 0 0 1 461.294 154.807 Tm [ () ] TJ /F370 8.9664 Tf 2.94 0 Td [ <11> ] TJ /F379 7.2727 Tf 4.677 -1.345 Td [ (8) ] TJ /F370 8.9664 Tf 2.975 1.345 Td [ (\225) -132 <11> ] TJ /F379 7.2727 Tf 8.702 -1.345 Td [ (9) ] TJ /F264 8.9664 Tf 3.309 1.345 Td [ () ] TJ /F258 8.9664 Tf 0.98 0 0 1 488.903 154.807 Tm [ (with) -179 (v) 8 (e) -7 (ctor) ] TJ /F370 8.9664 Tf 1 0 0 1 530.794 154.807 Tm [ (U) ] TJ /F264 7.2727 Tf 6.029 3.254 Td [ () ] TJ /F379 7.2727 Tf 2.494 0 Td [ (8) -41 (\225) -90 (9) ] TJ /F264 7.2727 Tf 7.728 0 Td [ () ] TJ /F264 8.9664 Tf 6.171 -3.254 Td [ (2) ] TJ /F377 8.9664 Tf -235.261 -12.171 Td [ (R) ] TJ /F264 7.2727 Tf 6.708 3.255 Td [ (j) -125 (O) -151 (j) ] TJ /F258 8.9664 Tf 0.98 0 0 1 337.661 142.636 Tm [ (to) -248 (indicate) -248 (the) -248 (w) 8 (eights) -248 (o) 7 (v) 8 (er) -248 (all) -248 (op) -7 (erators) -248 (in) ] TJ /F264 8.9664 Tf 1 0 0 1 496.358 142.636 Tm [ (O) ] TJ /F258 8.9664 Tf 0.98 0 0 1 503.119 142.636 Tm [ (\056) -248 (Then) -248 (transfor\055) ] TJ 0.996 0 0 1 317.955 131.124 Tm [ (mation) ] TJ /F370 8.9664 Tf 1 0 0 1 346.368 131.124 Tm [ (5) ] TJ /F264 7.2727 Tf 5.271 3.254 Td [ () ] TJ /F379 7.2727 Tf 2.495 0 Td [ (8) -40 (\225) -91 (9) ] TJ /F264 7.2727 Tf 7.727 0 Td [ () ] TJ /F258 8.9664 Tf 0.996 0 0 1 367.607 131.124 Tm [ (fr) 8 (om) -251 (no) -7 (de) ] TJ /F370 8.9664 Tf 1 0 0 1 407.183 131.124 Tm [ <11> ] TJ /F379 7.2727 Tf 4.677 -1.345 Td [ (8) ] TJ /F258 8.9664 Tf 0.996 0 0 1 417.348 131.124 Tm [ (to) -251 (no) -7 (de) ] TJ /F370 8.9664 Tf 1 0 0 1 446.672 131.124 Tm [ <11> ] TJ /F379 7.2727 Tf 5.549 -1.345 Td [ (9) ] TJ /F258 8.9664 Tf 0.996 0 0 1 457.774 131.124 Tm [ (is) -251 (formulate) -7 (d) -252 (as) -251 (a) -251 (w) 8 (eighte) -7 (d) ] TJ 1 0 0 1 317.955 120.165 Tm [ (sum) -250 (of) -250 (all) -250 (op) -7 (erators\056) ] TJ /F370 8.9664 Tf 52.983 -22.841 Td [ (5) ] TJ /F264 7.2727 Tf 5.272 3.703 Td [ () ] TJ /F379 7.2727 Tf 2.494 0 Td [ (8) -41 (\225) -90 (9) ] TJ /F264 7.2727 Tf 7.727 0 Td [ () ] TJ /F388 8.9664 Tf 5.993 -3.703 Td [ (\075) ] TJ /F465 8.9664 Tf 9.138 9.174 Td [ () ] TJ /F379 7.2727 Tf -1.667 -20.383 Td [ (\076) ] TJ /F264 7.2727 Tf 4.724 0 Td [ (2) -105 (O) ] TJ /F370 8.9664 Tf 25.474 17.364 Td [ (4) -40 (G) -70 (\077) ] TJ /F264 8.9664 Tf 14.306 0 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