Iacopo Poli

According to our database, Iacopo Poli authored at least 15 papers between 2019 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

RITA: a Study on Scaling Up Generative Protein Sequence Models.

Daniel Hesslow, Niccoló Zanichelli, Pascal Notin, Iacopo Poli, Debora S. Marks

CoRR, 2022

PAGnol: An Extra-Large French Generative Model.

Julien Launay, E. L. Tommasone, Baptiste Pannier, François Boniface, Amélie Chatelain, Alessandro Cappelli, Iacopo Poli, Djamé Seddah

Proceedings of the Thirteenth Language Resources and Evaluation Conference, 2022

Adversarial Robustness by Design Through Analog Computing And Synthetic Gradients.

Alessandro Cappelli, Ruben Ohana, Julien Launay, Laurent Meunier, Iacopo Poli, Florent Krzakala

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

Is the Number of Trainable Parameters All That Actually Matters?

Amélie Chatelain, Amine Djeghri, Daniel Hesslow, Julien Launay, Iacopo Poli

CoRR, 2021

ROPUST: Improving Robustness through Fine-tuning with Photonic Processors and Synthetic Gradients.

Alessandro Cappelli, Julien Launay, Laurent Meunier, Ruben Ohana, Iacopo Poli

CoRR, 2021

Contrastive Embeddings for Neural Architectures.

Daniel Hesslow, Iacopo Poli

CoRR, 2021

Photonic Differential Privacy with Direct Feedback Alignment.

Ruben Ohana, Hamlet Jesse Medina Ruiz, Julien Launay, Alessandro Cappelli, Iacopo Poli, Liva Ralaivola, Alain Rakotomamonjy

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Photonic co-processors in HPC: Using LightOn OPUs for Randomized Numerical Linear Algebra.

Daniel Hesslow, Alessandro Cappelli, Igor Carron, Laurent Daudet, Raphaël Lafargue, Kilian Müller, Ruben Ohana, Gustave Pariente, Iacopo Poli

Proceedings of the IEEE Hot Chips 33 Symposium, 2021

LightOn Optical Processing Unit : Scaling-up AI and HPC with a Non von Neumann co-processor.

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

Proceedings of the IEEE Hot Chips 33 Symposium, 2021

2020

NEWMA: A New Method for Scalable Model-Free Online Change-Point Detection.

Nicolas Keriven, Damien Garreau, Iacopo Poli

IEEE Trans. Signal Process., 2020

Hardware Beyond Backpropagation: a Photonic Co-Processor for Direct Feedback Alignment.

Julien Launay, Iacopo Poli, Kilian Müller, Gustave Pariente, Igor Carron, Laurent Daudet, Florent Krzakala, Sylvain Gigan

CoRR, 2020

Online Change Point Detection in Molecular Dynamics With Optical Random Features.

Amélie Chatelain, Giuseppe Luca Tommasone, Laurent Daudet, Iacopo Poli

CoRR, 2020

Light-in-the-loop: using a photonics co-processor for scalable training of neural networks.

Julien Launay, Iacopo Poli, Kilian Müller, Igor Carron, Laurent Daudet, Florent Krzakala, Sylvain Gigan

CoRR, 2020

Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures.

Julien Launay, Iacopo Poli, François Boniface, Florent Krzakala

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019

Principled Training of Neural Networks with Direct Feedback Alignment.

Julien Launay, Iacopo Poli, Florent Krzakala

CoRR, 2019