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Haoran Han

3 accepted papers

2024

Analyzing Generalization in Policy Networks: A Case Study with the Double-Integrator System

AAAI 2024technical

Extensive utilization of deep reinforcement learning (DRL) policy networks in diverse continuous control tasks has raised questions regarding performance degradation in expansive state spaces where the input state norm is larger than that in the training environment. This paper aims to uncover the u…