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Iacopo Poli
ORCID
Publication Activity (10 Years)
Years Active: 2018-2022
Publications (10 Years): 22
Top Topics
Anonymized Data
Learning Tasks
Neural Network
Von Neumann
Top Venues
CoRR
HCS
NeurIPS
ICASSP
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Publications
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Daniel Hesslow
,
Niccoló Zanichelli
,
Pascal Notin
,
Iacopo Poli
,
Debora S. Marks
RITA: a Study on Scaling Up Generative Protein Sequence Models.
CoRR
(2022)
Alessandro Cappelli
,
Ruben Ohana
,
Julien Launay
,
Laurent Meunier
,
Iacopo Poli
,
Florent Krzakala
Adversarial Robustness by Design Through Analog Computing And Synthetic Gradients.
ICASSP
(2022)
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)
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)
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
(2021)
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
(2021)
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
(2021)
Amélie Chatelain
,
Amine Djeghri
,
Daniel Hesslow
,
Julien Launay
,
Iacopo Poli
Is the Number of Trainable Parameters All That Actually Matters?
CoRR
(2021)
Daniel Hesslow
,
Iacopo Poli
Contrastive Embeddings for Neural Architectures.
CoRR
(2021)
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)
Alessandro Cappelli
,
Julien Launay
,
Laurent Meunier
,
Ruben Ohana
,
Iacopo Poli
ROPUST: Improving Robustness through Fine-tuning with Photonic Processors and Synthetic Gradients.
CoRR
(2021)
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)
Alessandro Cappelli
,
Ruben Ohana
,
Julien Launay
,
Laurent Meunier
,
Iacopo Poli
,
Florent Krzakala
Adversarial Robustness by Design through Analog Computing and Synthetic Gradients.
CoRR
(2021)
Ruben Ohana
,
Hamlet J. Medina Ruiz
,
Julien Launay
,
Alessandro Cappelli
,
Iacopo Poli
,
Liva Ralaivola
,
Alain Rakotomamonjy
Photonic Differential Privacy with Direct Feedback Alignment.
CoRR
(2021)
Amélie Chatelain
,
Giuseppe Luca Tommasone
,
Laurent Daudet
,
Iacopo Poli
Online Change Point Detection in Molecular Dynamics With Optical Random Features.
CoRR
(2020)
Julien Launay
,
Iacopo Poli
,
François Boniface
,
Florent Krzakala
Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures.
NeurIPS
(2020)
Nicolas Keriven
,
Damien Garreau
,
Iacopo Poli
NEWMA: A New Method for Scalable Model-Free Online Change-Point Detection.
IEEE Trans. Signal Process.
68 (2020)
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
(2020)
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
(2020)
Julien Launay
,
Iacopo Poli
,
François Boniface
,
Florent Krzakala
Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures.
CoRR
(2020)
Julien Launay
,
Iacopo Poli
,
Florent Krzakala
Principled Training of Neural Networks with Direct Feedback Alignment.
CoRR
(2019)
Nicolas Keriven
,
Damien Garreau
,
Iacopo Poli
NEWMA: a new method for scalable model-free online change-point detection.
CoRR
(2018)