@inproceedings{DBLP:conf/IEEEscc/MaghraouiTRGMGDGMBLBRSN24,
author = {Kaoutar El Maghraoui and
Kim Tran and
Kurtis Ruby and
Borja Godoy and
Jordan Murray and
Manuel Le Gallo{-}Bourdeau and
Todd Deshane and
Pablo Gonzalez and
Diego Moreda and
Hadjer Benmeziane and
Corey Liam Lammie and
Julian B{\"{u}}chel and
Malte J. Rasch and
Abu Sebastian and
Vijay Narayanan},
title = {Analog {AI} as a Service: {A} Cloud Platform for In-Memory Computing},
booktitle = {{IEEE} International Conference on Software Services Engineering,
{SSE} 2024, Shenzhen, China, July 7-13, 2024},
pages = {43--53},
publisher = {{IEEE}},
year = {2024},
url = {https://doi.org/10.1109/SSE62657.2024.00019},
doi = {10.1109/SSE62657.2024.00019},
timestamp = {Sat, 12 Oct 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/IEEEscc/MaghraouiTRGMGDGMBLBRSN24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iscas/LammieVBCGRS24,
author = {Corey Lammie and
Athanasios Vasilopoulos and
Julian B{\"{u}}chel and
Giacomo Camposampiero and
Manuel Le Gallo and
Malte J. Rasch and
Abu Sebastian},
title = {Improving the Accuracy of Analog-Based In-Memory Computing Accelerators
Post-Training},
booktitle = {{IEEE} International Symposium on Circuits and Systems, {ISCAS} 2024,
Singapore, May 19-22, 2024},
pages = {1--5},
publisher = {{IEEE}},
year = {2024},
url = {https://doi.org/10.1109/ISCAS58744.2024.10558540},
doi = {10.1109/ISCAS58744.2024.10558540},
timestamp = {Wed, 17 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iscas/LammieVBCGRS24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-09859,
author = {Corey Lammie and
Athanasios Vasilopoulos and
Julian B{\"{u}}chel and
Giacomo Camposampiero and
Manuel Le Gallo and
Malte J. Rasch and
Abu Sebastian},
title = {Improving the Accuracy of Analog-Based In-Memory Computing Accelerators
Post-Training},
journal = {CoRR},
volume = {abs/2401.09859},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.09859},
doi = {10.48550/ARXIV.2401.09859},
eprinttype = {arXiv},
eprint = {2401.09859},
timestamp = {Fri, 02 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-09859.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2410-10434,
author = {Mohamadreza Zolfagharinejad and
Julian B{\"{u}}chel and
Lorenzo Cassola and
Sachin Kinge and
Syed Ghazi Sarwat and
Abu Sebastian and
Wilfred G. van der Wiel},
title = {In-Materia Speech Recognition},
journal = {CoRR},
volume = {abs/2410.10434},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2410.10434},
doi = {10.48550/ARXIV.2410.10434},
eprinttype = {arXiv},
eprint = {2410.10434},
timestamp = {Fri, 29 Nov 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2410-10434.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/esticas/BuchelVKLBPSNGS23,
author = {Julian B{\"{u}}chel and
Athanasios Vasilopoulos and
Benedikt Kersting and
Corey Lammie and
Kevin Brew and
Timothy Philip and
Nicole Saulnier and
Vijay Narayanan and
Manuel Le Gallo and
Abu Sebastian},
title = {Programming Weights to Analog In-Memory Computing Cores by Direct
Minimization of the Matrix-Vector Multiplication Error},
journal = {{IEEE} J. Emerg. Sel. Topics Circuits Syst.},
volume = {13},
number = {4},
pages = {1052--1061},
year = {2023},
url = {https://doi.org/10.1109/JETCAS.2023.3329449},
doi = {10.1109/JETCAS.2023.3329449},
timestamp = {Fri, 26 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/esticas/BuchelVKLBPSNGS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-16647,
author = {Julian B{\"{u}}chel and
Athanasios Vasilopoulos and
Benedikt Kersting and
Fr{\'{e}}d{\'{e}}ric Odermatt and
Kevin Brew and
Injo Ok and
Samuel Choi and
Iqbal Saraf and
Victor Chan and
Timothy Philip and
Nicole Saulnier and
Vijay Narayanan and
Manuel Le Gallo and
Abu Sebastian},
title = {Gradient descent-based programming of analog in-memory computing cores},
journal = {CoRR},
volume = {abs/2305.16647},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.16647},
doi = {10.48550/ARXIV.2305.16647},
eprinttype = {arXiv},
eprint = {2305.16647},
timestamp = {Wed, 07 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-16647.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-09357,
author = {Manuel Le Gallo and
Corey Lammie and
Julian B{\"{u}}chel and
Fabio Carta and
Omobayode Fagbohungbe and
Charles Mackin and
Hsinyu Tsai and
Vijay Narayanan and
Abu Sebastian and
Kaoutar El Maghraoui and
Malte J. Rasch},
title = {Using the {IBM} Analog In-Memory Hardware Acceleration Kit for Neural
Network Training and Inference},
journal = {CoRR},
volume = {abs/2307.09357},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.09357},
doi = {10.48550/ARXIV.2307.09357},
eprinttype = {arXiv},
eprint = {2307.09357},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-09357.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/micro/ZhouGBBCNDSGW22,
author = {Chuteng Zhou and
Fernando Garc{\'{\i}}a{-}Redondo and
Julian B{\"{u}}chel and
Irem Boybat and
Xavier Timoneda Comas and
S. R. Nandakumar and
Shidhartha Das and
Abu Sebastian and
Manuel Le Gallo and
Paul N. Whatmough},
title = {{ML-HW} Co-Design of Noise-Robust TinyML Models and Always-On Analog
Compute-in-Memory Edge Accelerator},
journal = {{IEEE} Micro},
volume = {42},
number = {6},
pages = {76--87},
year = {2022},
url = {https://doi.org/10.1109/MM.2022.3198321},
doi = {10.1109/MM.2022.3198321},
timestamp = {Tue, 06 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/micro/ZhouGBBCNDSGW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/BuchelFM22,
author = {Julian B{\"{u}}chel and
Fynn Firouz Faber and
Dylan Richard Muir},
title = {Network Insensitivity to Parameter Noise via Parameter Attack During
Training},
booktitle = {The Tenth International Conference on Learning Representations, {ICLR}
2022, Virtual Event, April 25-29, 2022},
publisher = {OpenReview.net},
year = {2022},
url = {https://openreview.net/forum?id=-8sBpe7rDiV},
timestamp = {Sat, 20 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/BuchelFM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-02872,
author = {Manuel Le Gallo and
Riduan Khaddam{-}Aljameh and
Milos Stanisavljevic and
Athanasios Vasilopoulos and
Benedikt Kersting and
Martino Dazzi and
Geethan Karunaratne and
Matthias Braendli and
Abhairaj Singh and
Silvia M. Mueller and
Julian B{\"{u}}chel and
Xavier Timoneda Comas and
Vinay Joshi and
Urs Egger and
Angelo Garofalo and
Anastasios Petropoulos and
Theodore Antonakopoulos and
Kevin Brew and
Samuel Choi and
Injo Ok and
Timothy Philip and
Victor Chan and
Mary Claire Silvestre and
Ishtiaq Ahsan and
Nicole Saulnier and
Vijay Narayanan and
Pier Andrea Francese and
Evangelos Eleftheriou and
Abu Sebastian},
title = {A 64-core mixed-signal in-memory compute chip based on phase-change
memory for deep neural network inference},
journal = {CoRR},
volume = {abs/2212.02872},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.02872},
doi = {10.48550/ARXIV.2212.02872},
eprinttype = {arXiv},
eprint = {2212.02872},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-02872.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iscas/BuchelKPI21,
author = {Julian B{\"{u}}chel and
Jonathan Kakon and
Michel Perez and
Giacomo Indiveri},
title = {Implementing Efficient Balanced Networks with Mixed-Signal Spike-Based
Learning Circuits},
booktitle = {{IEEE} International Symposium on Circuits and Systems, {ISCAS} 2021,
Daegu, South Korea, May 22-28, 2021},
pages = {1--5},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ISCAS51556.2021.9401767},
doi = {10.1109/ISCAS51556.2021.9401767},
timestamp = {Fri, 02 Jul 2021 12:26:54 +0200},
biburl = {https://dblp.org/rec/conf/iscas/BuchelKPI21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-06408,
author = {Julian B{\"{u}}chel and
Dmitrii Zendrikov and
Sergio M. G. Solinas and
Giacomo Indiveri and
Dylan R. Muir},
title = {Supervised training of spiking neural networks for robust deployment
on mixed-signal neuromorphic processors},
journal = {CoRR},
volume = {abs/2102.06408},
year = {2021},
url = {https://arxiv.org/abs/2102.06408},
eprinttype = {arXiv},
eprint = {2102.06408},
timestamp = {Tue, 15 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-06408.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-05009,
author = {Julian B{\"{u}}chel and
Fynn Faber and
Dylan R. Muir},
title = {Network insensitivity to parameter noise via adversarial regularization},
journal = {CoRR},
volume = {abs/2106.05009},
year = {2021},
url = {https://arxiv.org/abs/2106.05009},
eprinttype = {arXiv},
eprint = {2106.05009},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-05009.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-02929,
author = {Julian B{\"{u}}chel and
Gregor Lenz and
Yalun Hu and
Sadique Sheik and
Martino Sorbaro},
title = {Adversarial Attacks on Spiking Convolutional Networks for Event-based
Vision},
journal = {CoRR},
volume = {abs/2110.02929},
year = {2021},
url = {https://arxiv.org/abs/2110.02929},
eprinttype = {arXiv},
eprint = {2110.02929},
timestamp = {Wed, 22 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-02929.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-06503,
author = {Chuteng Zhou and
Fernando Garc{\'{\i}}a{-}Redondo and
Julian B{\"{u}}chel and
Irem Boybat and
Xavier Timoneda Comas and
S. R. Nandakumar and
Shidhartha Das and
Abu Sebastian and
Manuel Le Gallo and
Paul N. Whatmough},
title = {AnalogNets: {ML-HW} Co-Design of Noise-robust TinyML Models and Always-On
Analog Compute-in-Memory Accelerator},
journal = {CoRR},
volume = {abs/2111.06503},
year = {2021},
url = {https://arxiv.org/abs/2111.06503},
eprinttype = {arXiv},
eprint = {2111.06503},
timestamp = {Fri, 24 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-06503.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-14353,
author = {Julian B{\"{u}}chel and
Jonathan Kakon and
Michel Perez and
Giacomo Indiveri},
title = {Implementing efficient balanced networks with mixed-signal spike-based
learning circuits},
journal = {CoRR},
volume = {abs/2010.14353},
year = {2020},
url = {https://arxiv.org/abs/2010.14353},
eprinttype = {arXiv},
eprint = {2010.14353},
timestamp = {Mon, 02 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-14353.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-01222,
author = {Julian B{\"{u}}chel and
Okan K. Ersoy},
title = {Ladder Networks for Semi-Supervised Hyperspectral Image Classification},
journal = {CoRR},
volume = {abs/1812.01222},
year = {2018},
url = {http://arxiv.org/abs/1812.01222},
eprinttype = {arXiv},
eprint = {1812.01222},
timestamp = {Tue, 01 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-01222.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
