Hamza Fawzi

5 papers · 2018–2023 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird

Venues

NeurIPS (3) AISTATS (1) ICML (1)

Top co-authors

Oisin Faust (2) Alhussein Fawzi (2) Omar Fawzi (2) James Saunderson (1) Harry Goulbourne (1) Mateusz Malinowski (1)

Research topics

Mathematics & Optimization (4) Optimization (4) Machine Learning (3) Mathematics (2) Optimization & Theory (2) Artificial Intelligence (1) Deep Learning (1) Reinforcement Learning (1) Core AI (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Methods (1)

Keywords

convex optimization (2) non-convex optimization (1) parallel computing (1) bregman divergence (1) eigenvalue decomposition (1) matrix optimization (1) linear programming (1) linear convergence (1) condition number (1) generative model (1) convergence rate (1) proximal algorithm (1) inductive bia (1) adversarial perturbation (1) proof search (1) classifier robustness (1) douglas-rachford splitting (1) difference of convex (1) friedrichs angle (1) adversarial transfer (1)

Papers

A Bregman Divergence View on the Difference-of-Convex Algorithm AISTATS 2023 Local Linear Convergence of Douglas-Rachford for Linear Programming: a Probabilistic Analysis ICML 2022 Faster proximal algorithms for matrix optimization using Jacobi-based eigenvalue methods NeurIPS 2021 Learning dynamic polynomial proofs NeurIPS 2019 Adversarial vulnerability for any classifier NeurIPS 2018