Reinforcement Learning

RESTL: Reinforcement Learning Guided by Multi-Aspect Rewards for Signal Temporal Logic Transformation AAAI 2026 Rethinking the Sampling Criteria in Reinforcement Learning for LLM Reasoning: A Competence-Difficulty Alignment Perspective AAAI 2026 Revisiting TD Target Aggregation under Uncertainty in Q-Learning UAI 2026 RV-HATE: Reinforced Multi-Module Voting for Implicit Hate Speech Detection ACL 2026 Sample Complexity Bounds for Linear Constrained MDPs with a Generative Model ALT 2026 SHADOW: Dynamic-Aware Credit Assignment Against Long-Horizon Tasks AAAI 2026 SHARE: Synthesizing Heterogeneous Autism-support Records into Evidence-based Recommendations AAAI 2026 Social Influence-Based Mutual Acknowledgement Token Exchange (Student Abstract) AAAI 2026 SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026 SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks ACL 2026 Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model AAAI 2026 ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos WACV 2026 TableMix: Enhancing Multimodal Table Reasoning in MLLMs from a Data-Centric Perspective CVPR 2026 TaREx: Reinforcement Learning for Code-Driven Table Reasoning AAAI 2026 Teaching LLMs Human-Like Editing of Inappropriate Argumentation via Reinforcement Learning ACL 2026 Think Just Enough: Leveraging Self-Assessed Confidence for Adaptive Reasoning in Language Models EACL 2026 Think Then Rewrite: Reasoning Enhanced Query Rewriting for Domain Specific Retrieval AAAI 2026 Think Wise, Collaborate Effectively: A Rationale-Aware LLM-Based Recommender with Reinforcement Learning from Collaborative Signals AAAI 2026 Tight Sample Complexity Bounds for Entropic Best Policy Identification COLT 2026 Token-Level Policy Optimization: Linking Group-Level Rewards to Token-Level Aggregation via sequence-level likelihood ACL 2026 ToolACE-R: Model-aware Iterative Training and Adaptive Refinement for Tool learning AAAI 2026 Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance AAAI 2026 Towards Better Correctness and Efficiency in Code Generation AAAI 2026 Towards Effective Code-Integrated Reasoning AAAI 2026 Unified Framework of Distributional Regret in Multi-Armed Bandits and Reinforcement Learning COLT 2026