El Mahdi El Mhamdi

Nicolas Usunier

CoRR, 2024

On Goodhart's law, with an application to value alignment.

[BibT_eX]

[DOI]

Lê-Nguyên Hoang

CoRR, 2024

Data Taggants: Dataset Ownership Verification via Harmless Targeted Data Poisoning.

[BibT_eX]

[DOI]

Wassim Bouaziz

Nicolas Usunier

CoRR, 2024

Unravelling in Collaborative Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Incentivized Learning in Principal-Agent Bandit Games.

[BibT_eX]

[DOI]

Alain Oliviero Durmus

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

On the Strategyproofness of the Geometric Median.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Removing algorithmic discrimination (with minimal individual error).

[BibT_eX]

[DOI]

Theor. Comput. Sci., 2022

Genuinely distributed Byzantine machine learning.

[BibT_eX]

[DOI]

Distributed Comput., 2022

On the Impossible Safety of Large AI Models.

[BibT_eX]

[DOI]

CoRR, 2022

2021

Tournesol: A quest for a large, secure and trustworthy database of reliable human judgments.

[BibT_eX]

[DOI]

Anastasiia Kucherenko

CoRR, 2021

Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning).

[BibT_eX]

[DOI]

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

Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

2020

Robust Distributed Learning.

[BibT_eX]

[DOI]

PhD thesis, 2020

Garfield: System Support for Byzantine Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Collaborative Learning as an Agreement Problem.

[BibT_eX]

[DOI]

CoRR, 2020

Host-Pathongen Co-evolution Inspired Algorithm Enables Robust GAN Training.

[BibT_eX]

[DOI]

Andrei Kucharavy

CoRR, 2020

Distributed Momentum for Byzantine-resilient Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Fast and Robust Distributed Learning in High Dimension.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Reliable Distributed Systems, 2020

AKSEL: Fast Byzantine SGD.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on Principles of Distributed Systems, 2020

2019

Exploring the Borderlands of the Gathering Problem.

[BibT_eX]

[DOI]

Bull. EATCS, 2019

Fast and Secure Distributed Learning in High Dimension.

[BibT_eX]

[DOI]

CoRR, 2019

SGD: Decentralized Byzantine Resilience.

[BibT_eX]

[DOI]

CoRR, 2019

Fatal Brain Damage.

[BibT_eX]

[DOI]

Sergei Volodin

CoRR, 2019

AGGREGATHOR: Byzantine Machine Learning via Robust Gradient Aggregation.

[BibT_eX]

[DOI]

Proceedings of the Second Conference on Machine Learning and Systems, SysML 2019, 2019

2018

Virtuously Safe Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2018

Asynchronous Byzantine Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2018

Learning to Gather without Communication.

[BibT_eX]

[DOI]

CoRR, 2018

The Hidden Vulnerability of Distributed Learning in Byzantium.

[BibT_eX]

[DOI]

Proceedings of the 35th International Conference on Machine Learning, 2018

Asynchronous Byzantine Machine Learning (the case of SGD).

[BibT_eX]

[DOI]

Proceedings of the 35th International Conference on Machine Learning, 2018

2017

Can AIs learn to avoid human interruption?

[BibT_eX]

[DOI]

CoRR, 2017

Byzantine-Tolerant Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2017

On the Robustness of a Neural Network.

[BibT_eX]

[DOI]

Proceedings of the 36th IEEE Symposium on Reliable Distributed Systems, 2017

Brief Announcement: Byzantine-Tolerant Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the ACM Symposium on Principles of Distributed Computing, 2017

Dynamic Safe Interruptibility for Decentralized Multi-Agent Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Machine Learning with Adversaries: Byzantine Tolerant Gradient Descent.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

When Neurons Fail.

[BibT_eX]

[DOI]