Chenyu Xue

3 papers · 2024–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🏆 Keyword Champion (2)

Venues

ICML (2) UAI (1)

Top co-authors

Yinyu Ye (3) Qi Deng (2) Jiyuan Tan (1) Zhenwei Lin (1) Chunlin Sun (1) Wenzhi Gao (1) DongDong Ge (1) Chuwen Zhang (1)

Research topics

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

Keywords

gradient dominance (2) reinforcement learning (1) decision making (1) sample complexity (1) variance reduction (1) convergence (1) regret (1) first-order method (1) second-order method (1) global optimality (1) algorithmic framework (1) minimax formulation (1) online linear programming (1) learning (1) rmdps (1) stochastic optimization (1) robust policy gradient (1)

Papers

A Homogenization Approach for Gradient-Dominated Stochastic Optimization UAI 2024 A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes ICML 2024 Decoupling Learning and Decision-Making: Breaking the O(√T) Barrier in Online Resource Allocation with First-Order Methods ICML 2024