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Iacopo Poli
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2020 – today
- 2022
- [c6]Alessandro Cappelli, Ruben Ohana, Julien Launay, Laurent Meunier, Iacopo Poli, Florent Krzakala:
Adversarial Robustness by Design Through Analog Computing And Synthetic Gradients. ICASSP 2022: 3493-3497 - [c5]Julien Launay, E. L. Tommasone, Baptiste Pannier, François Boniface, Amélie Chatelain, Alessandro Cappelli, Iacopo Poli, Djamé Seddah:
PAGnol: An Extra-Large French Generative Model. LREC 2022: 4275-4284 - [i15]Daniel Hesslow, Niccoló Zanichelli, Pascal Notin, Iacopo Poli, Debora S. Marks:
RITA: a Study on Scaling Up Generative Protein Sequence Models. CoRR abs/2205.05789 (2022) - 2021
- [c4]Charles Brossollet, Alessandro Cappelli, Igor Carron, Charidimos Chaintoutis, Amélie Chatelain, Laurent Daudet, Sylvain Gigan, Daniel Hesslow, Florent Krzakala, Julien Launay, Safa Mokaadi, Fabien Moreau, Kilian Müller, Ruben Ohana, Gustave Pariente, Iacopo Poli, Giuseppe Luca Tommasone:
LightOn Optical Processing Unit : Scaling-up AI and HPC with a Non von Neumann co-processor. HCS 2021: 1-11 - [c3]Daniel Hesslow, Alessandro Cappelli, Igor Carron, Laurent Daudet, Raphaël Lafargue, Kilian Müller, Ruben Ohana, Gustave Pariente, Iacopo Poli:
Photonic co-processors in HPC: Using LightOn OPUs for Randomized Numerical Linear Algebra. HCS 2021: 1-9 - [c2]Ruben Ohana, Hamlet Jesse Medina Ruiz, Julien Launay, Alessandro Cappelli, Iacopo Poli, Liva Ralaivola, Alain Rakotomamonjy:
Photonic Differential Privacy with Direct Feedback Alignment. NeurIPS 2021: 22010-22020 - [i14]Alessandro Cappelli, Ruben Ohana, Julien Launay, Laurent Meunier, Iacopo Poli, Florent Krzakala:
Adversarial Robustness by Design through Analog Computing and Synthetic Gradients. CoRR abs/2101.02115 (2021) - [i13]Daniel Hesslow, Iacopo Poli:
Contrastive Embeddings for Neural Architectures. CoRR abs/2102.04208 (2021) - [i12]Daniel Hesslow, Alessandro Cappelli, Igor Carron, Laurent Daudet, Raphaël Lafargue, Kilian Müller, Ruben Ohana, Gustave Pariente, Iacopo Poli:
Photonic co-processors in HPC: using LightOn OPUs for Randomized Numerical Linear Algebra. CoRR abs/2104.14429 (2021) - [i11]Ruben Ohana, Hamlet Jesse Medina Ruiz, Julien Launay, Alessandro Cappelli, Iacopo Poli, Liva Ralaivola, Alain Rakotomamonjy:
Photonic Differential Privacy with Direct Feedback Alignment. CoRR abs/2106.03645 (2021) - [i10]Charles Brossollet, Alessandro Cappelli, Igor Carron, Charidimos Chaintoutis, Amélie Chatelain, Laurent Daudet, Sylvain Gigan, Daniel Hesslow, Florent Krzakala, Julien Launay, Safa Mokaadi, Fabien Moreau, Kilian Müller, Ruben Ohana, Gustave Pariente, Iacopo Poli, Giuseppe Luca Tommasone:
LightOn Optical Processing Unit: Scaling-up AI and HPC with a Non von Neumann co-processor. CoRR abs/2107.11814 (2021) - [i9]Alessandro Cappelli, Julien Launay, Laurent Meunier, Ruben Ohana, Iacopo Poli:
ROPUST: Improving Robustness through Fine-tuning with Photonic Processors and Synthetic Gradients. CoRR abs/2108.04217 (2021) - [i8]Amélie Chatelain, Amine Djeghri, Daniel Hesslow, Julien Launay, Iacopo Poli:
Is the Number of Trainable Parameters All That Actually Matters? CoRR abs/2109.11928 (2021) - [i7]Julien Launay, E. L. Tommasone, Baptiste Pannier, François Boniface, Amélie Chatelain, Alessandro Cappelli, Iacopo Poli, Djamé Seddah:
PAGnol: An Extra-Large French Generative Model. CoRR abs/2110.08554 (2021) - 2020
- [j1]Nicolas Keriven, Damien Garreau, Iacopo Poli:
NEWMA: A New Method for Scalable Model-Free Online Change-Point Detection. IEEE Trans. Signal Process. 68: 3515-3528 (2020) - [c1]Julien Launay, Iacopo Poli, François Boniface, Florent Krzakala:
Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures. NeurIPS 2020 - [i6]Julien Launay, Iacopo Poli, Kilian Müller, Igor Carron, Laurent Daudet, Florent Krzakala, Sylvain Gigan:
Light-in-the-loop: using a photonics co-processor for scalable training of neural networks. CoRR abs/2006.01475 (2020) - [i5]Amélie Chatelain, Giuseppe Luca Tommasone, Laurent Daudet, Iacopo Poli:
Online Change Point Detection in Molecular Dynamics With Optical Random Features. CoRR abs/2006.08697 (2020) - [i4]Julien Launay, Iacopo Poli, François Boniface, Florent Krzakala:
Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures. CoRR abs/2006.12878 (2020) - [i3]Julien Launay, Iacopo Poli, Kilian Müller, Gustave Pariente, Igor Carron, Laurent Daudet, Florent Krzakala, Sylvain Gigan:
Hardware Beyond Backpropagation: a Photonic Co-Processor for Direct Feedback Alignment. CoRR abs/2012.06373 (2020)
2010 – 2019
- 2019
- [i2]Julien Launay, Iacopo Poli, Florent Krzakala:
Principled Training of Neural Networks with Direct Feedback Alignment. CoRR abs/1906.04554 (2019) - 2018
- [i1]Nicolas Keriven, Damien Garreau, Iacopo Poli:
NEWMA: a new method for scalable model-free online change-point detection. CoRR abs/1805.08061 (2018)
Coauthor Index
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