Xiaochuan Shi

collaborators

2 papers

cs.LG2024

$E^{2} CFD$ : Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model

Zepeng Wang, Chao Ma, Linjiang Zhou +4

Different classes of safe reinforcement learning algorithms have shown satisfactory performance in various types of safety requirement scenarios. However, the existing methods main…

cs.LG2024

Axiomatization of Gradient Smoothing in Neural Networks

Linjiang Zhou, Xiaochuan Shi, Chao Ma +1

Gradients play a pivotal role in neural networks explanation. The inherent high dimensionality and structural complexity of neural networks result in the original gradients contain…

E2CFD: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model

Axiomatization of Gradient Smoothing in Neural Networks

$E^{2} CFD$ : Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model