Sébastien Rouault

3 papers · 2018–2021 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🧭 Keyword Pioneer 📈 Trend Setter

Venues

ICLR (1) ICML (1) NeurIPS (1)

Top co-authors

Rachid Guerraoui (3) El Mahdi El Mhamdi (2) El Mahdi El-Mhamdi (1) Lê-Nguyên Hoang (1) El-Mahdi El-Mhamdi (1) Sadegh Farhadkhani (1) Arsany Guirguis (1)

Research topics

Machine Learning (3) Optimization & Theory (3) Artificial Intelligence (2) Learning Paradigms · Machine Learning (2) Security & Privacy (1) Application Areas (1) Core AI (1) Learning Paradigms · Artificial Intelligence (1) Learning Types (1) Privacy (1)

Keywords

byzantine resilience (2) distributed learning (2) stochastic gradient descent (2) decentralized optimization (1) collaborative learning (1) adversarial attack (1) byzantine fault tolerance (1) model poisoning (1) asynchronous learning (1) aggregation rule (1) asynchronous algorithm (1) decentralized learning (1) distributed momentum (1) heterogeneous learning (1) gradient poisoning (1) averaging agreement (1) variance-norm ratio (1) malicious worker node (1) adversarial robustness (1) adversarial machine learning (1)

Papers

Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) NeurIPS 2021 Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent ICLR 2021 The Hidden Vulnerability of Distributed Learning in Byzantium ICML 2018