Search Results for author: Qisong Yang

Found 2 papers, 1 papers with code

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

1 code implementation16 Dec 2023 Ruining Zhang, Haoran Han, Maolong Lv, Qisong Yang, Jian Cheng

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.

Continuous Control

Reinforcement Learning by Guided Safe Exploration

no code implementations26 Jul 2023 Qisong Yang, Thiago D. Simão, Nils Jansen, Simon H. Tindemans, Matthijs T. J. Spaan

Drawing from transfer learning, we also regularize a target policy (the student) towards the guide while the student is unreliable and gradually eliminate the influence of the guide as training progresses.

reinforcement-learning Reinforcement Learning (RL) +2

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