Παρακολούθηση
Ruben Ohana
Ruben Ohana
Flatiron Institute, Simons Foundation
Η διεύθυνση ηλεκτρονικού ταχυδρομείου έχει επαληθευτεί στον τομέα flatironinstitute.org - Αρχική σελίδα
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Παρατίθεται από
Παρατίθεται από
Έτος
Align, then memorise: the dynamics of learning with feedback alignment
M Refinetti, S d’Ascoli, R Ohana, S Goldt
International Conference on Machine Learning, 8925-8935, 2021
552021
xval: A continuous number encoding for large language models
S Golkar, M Pettee, M Eickenberg, A Bietti, M Cranmer, G Krawezik, ...
arXiv preprint arXiv:2310.02989, 2023
522023
Multiple Physics Pretraining for Spatiotemporal Surrogate Models
M McCabe, B Régaldo-Saint Blancard, LH Parker, R Ohana, M Cranmer, ...
Advances in Neural Information Processing Systems 38, 2024
48*2024
AstroCLIP: a cross-modal foundation model for galaxies
L Parker, F Lanusse, S Golkar, L Sarra, M Cranmer, A Bietti, M Eickenberg, ...
Monthly Notices of the Royal Astronomical Society 531 (4), 4990-5011, 2024
36*2024
Reservoir Computing meets Recurrent Kernels and Structured Transforms
J Dong, R Ohana, M Rafayelyan, F Krzakala
Advances in Neural Information Processing Systems 33 (Oral), 2020
362020
Kernel computations from large-scale random features obtained by optical processing units
R Ohana, J Wacker, J Dong, S Marmin, F Krzakala, M Filippone, L Daudet
ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020
342020
Adversarial robustness by design through analog computing and synthetic gradients
A Cappelli, R Ohana, J Launay, L Meunier, I Poli, F Krzakala
ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022
132022
Photonic Differential Privacy with Direct Feedback Alignment
R Ohana, HJM Ruiz, J Launay, A Cappelli, I Poli, L Ralaivola, ...
Advances in Neural Information Processing Systems 35, 2021
132021
Lighton optical processing unit: Scaling-up AI and HPC with a non von neumann co-processor
C Brossollet, A Cappelli, I Carron, C Chaintoutis, A Chatelain, L Daudet, ...
arXiv preprint arXiv:2107.11814, 2021
112021
Photonic co-processors in HPC: using LightOn OPUs for Randomized Numerical Linear Algebra
D Hesslow, A Cappelli, I Carron, L Daudet, R Lafargue, K Müller, ...
arXiv preprint arXiv:2104.14429, 2021
102021
Momo: Momentum models for adaptive learning rates
F Schaipp, R Ohana, M Eickenberg, A Defazio, RM Gower
International Conference on Machine Learning, 43542-43570, 2024
82024
Method and system for machine learning using optical data
I Poli, J Launay, K Müller, G Pariente, I Carron, L Daudet, R Ohana, ...
US Patent 11,574,178, 2023
82023
Shedding a PAC-Bayesian light on adaptive sliced-Wasserstein distances
R Ohana, K Nadjahi, A Rakotomamonjy, L Ralaivola
International Conference on Machine Learning, 26451-26473, 2023
72023
Ropust: improving robustness through fine-tuning with photonic processors and synthetic gradients
A Cappelli, J Launay, L Meunier, R Ohana, I Poli
arXiv preprint arXiv:2108.04217, 2021
72021
Complex-to-Real Sketches for Tensor Products with Applications to the Polynomial Kernel
J Wacker, R Ohana, M Filippone
International Conference on Artificial Intelligence and Statistics, 5181-5212, 2023
6*2023
Impact of epitaxial strain on the topological-nontopological phase diagram and semimetallic behavior of InAs/GaSb composite quantum wells
H Irie, T Akiho, F Couëdo, R Ohana, K Suzuki, K Onomitsu, K Muraki
Physical Review B 101 (7), 075433, 2020
52020
Listening to the Noise: Blind Denoising with Gibbs Diffusion
D Heurtel-Depeiges, CC Margossian, R Ohana, BRS Blancard
International Conference on Machine Learning, 18284-18304, 2024
3*2024
Linear Optical Random Projections Without Holography
R Ohana, D Hesslow, D Brunner, S Gigan, K Müller
Optics Express, 2023
32023
The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning
R Ohana, M McCabe, LT Meyer, R Morel, FJ Agocs, M Beneitez, M Berger, ...
The Thirty-eight Conference on Neural Information Processing Systems …, 2024
22024
Optical training of large-scale Transformers and deep neural networks with direct feedback alignment
Z Wang, K Müller, M Filipovich, J Launay, R Ohana, G Pariente, ...
arXiv preprint arXiv:2409.12965, 2024
12024
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