AINeutralarXiv – CS AI · 8h ago6/10
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REBA: A Revealed Belief Automaton Framework for Online Planning in Continuous POMDPs
Researchers introduce REBA (Revealed Belief Automaton), a new framework for online planning in continuous partially observable environments that dynamically certifies belief states rather than relying on predefined discrete abstractions. The method achieves 17-47% performance improvements over existing approaches in patrolling and navigation tasks by combining information-theoretic analysis with formal symbolic planning.