Wei Hung
4 papers · 2021–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Silver
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Research topics
Keywords
action constraint
(2)
imitation learning
(1)
model predictive control
(1)
constrained optimization
(1)
policy adaptation
(1)
multi-objective reinforcement learning
(1)
pareto front
(1)
frank-wolfe algorithm
(1)
deep deterministic policy gradient
(1)
trajectory alignment
(1)
action-constrained reinforcement learning
(1)
soft policy iteration
(1)
q replay buffer
(1)
acceptance-rejection method
(1)
augmented mdps
(1)
penalty signal
(1)
self-loop transitions
(1)
dynamic time warping (dtw)
(1)
sample efficiency
(1)
occupancy measure mismatch
(1)
Papers
Action-Constrained Imitation Learning
ICML 2025
Efficient Action-Constrained Reinforcement Learning via Acceptance-Rejection Method and Augmented MDPs
ICLR 2025
Q-Pensieve: Boosting Sample Efficiency of Multi-Objective RL Through Memory Sharing of Q-Snapshots
ICLR 2023
Escaping from zero gradient: Revisiting action-constrained reinforcement learning via Frank-Wolfe policy optimization
UAI 2021