markov decision process

A Differential Perspective on Distributional Reinforcement Learning AAAI 2026 Approximations and Learning for Continuous State and Action MDPs under Average Cost Criteria JMLR 2026 A Reinforcement Learning Approach in Multi-Phase Second-Price Auction Design JMLR 2026 A Two-Timescale Primal-Dual Framework for Reinforcement Learning via Online Dual Variable Guidance JMLR 2026 Best-Effort Policies for Robust Markov Decision Processes AAAI 2026 BridgeEQA: Virtual Embodied Agents for Real Bridge Inspections CVPR 2026 Causal Explanations for Sequential Decision Making (Abstract Reprint) AAAI 2026 Constrained and Robust Policy Synthesis with Satisfiability-Modulo-Probabilistic-Model-Checking AAAI 2026 Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning AAAI 2026 DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs AAAI 2026 Do It for HER: First-Order Temporal Logic Reward Specification in Reinforcement Learning AAAI 2026 EvoGraph-R1: Self-Evolving Multimodal Knowledge Hypergraphs for Agentic Retrieval CVPR 2026 Hierarchical Reinforcement Learning with Topology-Aware Exploration Framework for Multi-path Commodity Flow Problem AAAI 2026 Inferring Implicit Goals Across Differing Task Models AAAI 2026 Label What Matters: Modality-Balanced and Difficulty-Aware Multimodal Active Learning CVPR 2026 Long term sequential decision making under risk UAI 2026 Lyapunov-Based Sample Complexity Analysis for Weakly-Coupled MDPs (extended abstract) COLT 2026 MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training ACL 2026 NaviMaster: Learning a Unified Policy for GUI and Embodied Navigation Tasks ACL 2026 Optimal Variance-Dependent Regret Bounds for Infinite-Horizon MDPs COLT 2026 Optimizing Urban Service Allocation with Time-Constrained Restless Bandits AAAI 2026 OVOD-Agent: A Markov-Bandit Framework for Proactive Visual Reasoning and Self-Evolving Detection CVPR 2026 Parameter-free Optimal Rates for Nonlinear Semi-Norm Contractions with Applications to Q-Learning AAAI 2026 Planning with Formal Reachability Guarantees in Goal-Oriented MDPs with Dead-Ends UAI 2026 Policy Newton Methods for Distortion Riskmetrics AAAI 2026