3 papers
cs.AI2026
REBA: A Revealed Belief Automaton Framework for Online Planning in Continuous POMDPs
Xiangwei Chen, Lingling Fang, Andreas Holzinger +1
Online planning in continuous partially observable Markov decision processes (POMDPs) using -regular specifications requires handling continuous belief dynamics within the finit…
cs.NI2026
OmniPlan: An Adaptive Framework for Timely and Near-Optimal Network Planning Optimization
Longlong Zhu, Jiashuo Yu, Zedi Chen +12
Network planning optimization is a fundamental problem across diverse domains, including transportation systems, communication networks, and power grids. It requires simultaneous o…
cs.LG2024
Semi-supervised Anomaly Detection via Adaptive Reinforcement Learning-Enabled Method with Causal Inference for Sensor Signals
Xiangwei Chen, Ruliang Xiaoa, Zhixia Zeng +3
Semi-supervised anomaly detection for sensor signals is critical in ensuring system reliability in smart manufacturing. However, existing methods rely heavily on data correlation,…