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cs.LG2026
PriorZero: Bridging Language Priors and World Models for Decision Making
Junyu Xiong, Yuan Pu, Jia Tang +1
Leveraging the rich world knowledge of Large Language Models (LLMs) to enhance Reinforcement Learning (RL) agents offers a promising path toward general intelligence. However, a fu…
cs.LG2021
Context-Based Soft Actor Critic for Environments with Non-stationary Dynamics
Yuan Pu, Shaochen Wang, Xin Yao +1
The performance of deep reinforcement learning methods prone to degenerate when applied to environments with non-stationary dynamics. In this paper, we utilize the latent context r…