2 papers
cs.LG2026
Resilient Concurrent Causal Discovery for Topological Event Sequences
Jiyu Tian, Junhao Dong, Mingchu Li +5
Causal discovery on topological event sequences is crucial for ensuring the reliability of networks. However, existing methods struggle to capture the complex causal relationships…
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…