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Julian Büchel
Julian Büchel
Altri nomiJulian Röttger Büchel
Researcher, ETH Zürich and IBM Research
Email verificata su zurich.ibm.com
Titolo
Citata da
Citata da
Anno
A 64-core mixed-signal in-memory compute chip based on phase-change memory for deep neural network inference
M Le Gallo, R Khaddam-Aljameh, M Stanisavljevic, A Vasilopoulos, ...
Nature Electronics 6 (9), 680-693, 2023
1622023
Ml-hw co-design of noise-robust tinyml models and always-on analog compute-in-memory edge accelerator
C Zhou, FG Redondo, J Büchel, I Boybat, XT Comas, SR Nandakumar, ...
IEEE Micro 42 (6), 76-87, 2022
36*2022
Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors
J Büchel, D Zendrikov, S Solinas, G Indiveri, DR Muir
Nature Scientific Reports, 2021
322021
Using the IBM analog in-memory hardware acceleration kit for neural network training and inference
M Le Gallo, C Lammie, J Büchel, F Carta, O Fagbohungbe, C Mackin, ...
APL Machine Learning 1 (4), 2023
232023
Gradient descent-based programming of analog in-memory computing cores
J Büchel, A Vasilopoulos, B Kersting, F Odermatt, K Brew, I Ok, S Choi, ...
2022 International Electron Devices Meeting (IEDM), 33.1. 1-33.1. 4, 2022
182022
Adversarial attacks on spiking convolutional neural networks for event-based vision
J Büchel, G Lenz, Y Hu, S Sheik, M Sorbaro
Frontiers in Neuroscience 16, 1068193, 2022
17*2022
Exploiting the state dependency of conductance variations in memristive devices for accurate in-memory computing
A Vasilopoulos, J Büchel, B Kersting, C Lammie, K Brew, S Choi, T Philip, ...
IEEE Transactions on Electron Devices 70 (12), 6279-6285, 2023
102023
Network Insensitivity to Parameter Noise via Adversarial Regularization
J Büchel, F Faber, DR Muir
International Conference on Learning Representations (ICLR) 2022, 2021
10*2021
Design of Analog-AI Hardware Accelerators for Transformer-based Language Models
GW Burr, H Tsai, W Simon, I Boybat, S Ambrogio, CE Ho, ZW Liou, ...
2023 International Electron Devices Meeting (IEDM), 1-4, 2023
62023
Programming weights to analog in-memory computing cores by direct minimization of the matrix-vector multiplication error
J Büchel, A Vasilopoulos, B Kersting, C Lammie, K Brew, T Philip, ...
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 13 (4 …, 2023
52023
Ladder networks for semi-supervised hyperspectral image classification
J Büchel, O Ersoy
arXiv preprint arXiv:1812.01222, 2018
52018
Improving the accuracy of analog-based in-memory computing accelerators post-training
C Lammie, A Vasilopoulos, J Büchel, G Camposampiero, M Le Gallo, ...
2024 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2024
22024
Implementing efficient balanced networks with mixed-signal spike-based learning circuits
J Büchel, J Kakon, M Perez, G Indiveri
2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021
22021
Efficient scaling of large language models with mixture of experts and 3D analog in-memory computing
J Büchel, A Vasilopoulos, WA Simon, I Boybat, HY Tsai, GW Burr, ...
Nature Computational Science, 1-14, 2025
12025
AIHWKIT-lightning: a scalable HW-aware training toolkit for analog in-memory computing
J Büchel, WA Simon, C Lammie, G Acampa, K El Maghraoui, M Le Gallo, ...
NeurIPS 2024 Workshop Machine Learning with new Compute Paradigms, 2024
12024
In-memory compute chips with carbon-based projected phase-change memory devices
GS Syed, K Brew, A Vasilopoulos, VP Jonnalagadda, B Kersting, T Philip, ...
2023 International Electron Devices Meeting (IEDM), 1-4, 2023
12023
The inherent adversarial robustness of analog in-memory computing
C Lammie, J Büchel, A Vasilopoulos, M Le Gallo, A Sebastian
Nature Communications 16 (1), 1756, 2025
2025
Conductance range optimization
CL Lammie, M Le Gallo-Bourdeau, B Kersting, A Sebastian, JR Büchel
US Patent App. 18/216,661, 2025
2025
Controlling signal strengths in analog, in-memory compute units having crossbar array structures
JR Büchel, M Le Gallo-Bourdeau, A Sebastian
US Patent App. 18/333,966, 2024
2024
Compensating non-ideality of a neuromorphic memory device
B Kersting, A Vasilopoulos, M Le Gallo-Bourdeau, JR Büchel, ...
US Patent App. 18/337,214, 2024
2024
Il sistema al momento non può eseguire l'operazione. Riprova più tardi.
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