Tag: Hidden-Model POMDP
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Belief-Guided Inference Control for Reliable LLM Services
Discover Veroic, a framework enhancing large language model reliability with verifiable observations and efficient inference control.
Explainable Finite-Memory POMDP Policies via Decision Trees
Discover how decision trees enhance explainability and simplify finite-memory policies for POMDPs, improving AI decision-making in uncertain environments.
Interval POMDP Shielding for Safer Autonomous Systems
Enhance safety in autonomous systems with Interval POMDP shielding that manages imperfect perception using confidence intervals and runtime guarantees.
LASER: Adaptive Active Sensing for Continuum Field Reconstruction
Discover LASER, a reinforcement learning framework that enhances continuum field reconstruction with adaptive active sensing and high-fidelity measurements...
Semantic Rate-Distortion in Multi-Agent Communication Systems
Explore capacity-derived semantic spaces and communication costs in bounded multi-agent systems, revealing phase transitions and alignment challenges.