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Wesley A Suttle

3 papers · 2023–2024 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Bronze

Venues

ICML (3)

Top co-authors

Brian M. Sadler (3) Amrit Bedi (3) Bhrij Patel (2) Alec Koppel (2) Dinesh Manocha (2) Vaneet Aggarwal (1) Utsav Singh (1) Vinay P. Namboodiri (1)

Research topics

Reinforcement Learning (3) Methods (2) Machine Learning (1) Robotics (1) Applications · Robotics (1) Applications · Reinforcement Learning (1) Optimization & Theory (1)

Keywords

multilevel monte carlo (2) mixing time (2) nonstationarity (1) human feedback (1) average reward (1) sparse reward (1) average-reward reinforcement learning (1) hindsight relabeling (1) sparse-reward task (1) subgoal prediction (1) multi-level actor-critic (1) policy gradient (1) primitive-informed regularization (1) global convergence (1)

Papers

PIPER: Primitive-Informed Preference-based Hierarchical Reinforcement Learning via Hindsight Relabeling ICML 2024 Towards Global Optimality for Practical Average Reward Reinforcement Learning without Mixing Time Oracles ICML 2024 Beyond Exponentially Fast Mixing in Average-Reward Reinforcement Learning via Multi-Level Monte Carlo Actor-Critic ICML 2023