belief state

A Framework for Belief-based Programs and Their Verification (Abstract Reprint) AAAI 2026 Belief-Driven Value Alignment for Human-Robot Collaboration AAAI 2026 Differentiable Filtering for Learning Hidden Markov Models L4DC 2026 From Tokens to Latent States: Leveraging Pre-trained Language Models for Improving Partially Observable Reinforcement Learning AAAI 2026 Model-Based Reinforcement Learning under Random Observation Delays L4DC 2026 More than Irrational: Modeling Belief-Biased Agents AAAI 2026 TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs ACL 2026 What Capable Agents Must Know: Selection Theorems for Robust Decision-Making under Uncertainty UAI 2026 Achieving Õ(√T) Regret in Average-Reward POMDPs with Known Observation Models AISTATS 2025 Bold Claims or Self-Doubt? Factuality Hallucination Type Detection via Belief State EMNLP 2025 Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives AAAI 2025 The Belief State Transformer ICLR 2025 How to Explore with Belief: State Entropy Maximization in POMDPs ICML 2024 HSVI-based online minimax strategies for partially observable stochastic games with neural perception mechanisms L4DC 2024 Optimality Guarantees for Particle Belief Approximation of POMDPs (Abstract Reprint) IJCAI 2024 Periodic agent-state based Q-learning for POMDPs NeurIPS 2024 Provable Partially Observable Reinforcement Learning with Privileged Information NeurIPS 2024 QuBE: Question-based Belief Enhancement for Agentic LLM Reasoning EMNLP 2024 TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models’ Theory-of-Mind ACL 2024 Transformers Represent Belief State Geometry in their Residual Stream NeurIPS 2024 When Your AIs Deceive You: Challenges of Partial Observability in Reinforcement Learning from Human Feedback NeurIPS 2024 Learning Belief Representations for Partially Observable Deep RL ICML 2023 Mars: Modeling Context & State Representations with Contrastive Learning for End-to-End Task-Oriented Dialog ACL 2023 POMDP Planning for Object Search in Partially Unknown Environment NeurIPS 2023 Reference-Based POMDPs NeurIPS 2023