3 papers
cs.HC2026
Explainable Control Framework (XCF) based on Fuzzy Model-Agnostic Explanation and LLM Agent-Supported Interface
Faliang Yin, Hak-Keung Lam, David Watson
Increasing demand for precise and reliable control in complex scenarios has led to the development of increasingly sophisticated controllers, including data-driven approaches emplo…
cs.LG2025
DG-STMTL: A Novel Graph Convolutional Network for Multi-Task Spatio-Temporal Traffic Forecasting
Wanna Cui, Peizheng Wang, Faliang Yin
Spatio-temporal traffic prediction is crucial in intelligent transportation systems. The key challenge of accurate prediction is how to model the complex spatio-temporal dependenci…
cs.LG2023
Constrained Proximal Policy Optimization
Chengbin Xuan, Feng Zhang, Faliang Yin +1
The problem of constrained reinforcement learning (CRL) holds significant importance as it provides a framework for addressing critical safety satisfaction concerns in the field of…