Reinforcement Learning

MARS: Multimodal Adaptive Reasoning Model for Avoiding Overthinking AAAI 2026 MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching ACL 2026 MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026 MetaAct-RL: Training Language Models for Reasoning Through Meta-Action-Based Reinforcement Learning AAAI 2026 MMhops-R1: Multimodal Multi-hop Reasoning AAAI 2026 Model-Based Reinforcement Learning under Random Observation Delays L4DC 2026 MoralReason: Generalizable Moral Decision Alignment for LLM Agents Using Reasoning-Level Reinforcement Learning AAAI 2026 Optimal control of the future via prospective learning with control L4DC 2026 Optimal Variance-Dependent Regret Bounds for Infinite-Horizon MDPs COLT 2026 PA-FAS: Towards Interpretable and Generalizable Multimodal Face Anti-Spoofing via Path-Augmented Reinforcement Learning AAAI 2026 Patho-AgenticRAG: Towards Multimodal Agentic Retrieval-Augmented Generation for Pathology VLMs via Reinforcement Learning AAAI 2026 Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner AAAI 2026 Policy Optimization for Adversarial Linear Mixture MDPs with Unknown Transitions and Bandit Feedback UAI 2026 Prototype Entropy Alignment: Reinforcing Structured Uncertainty in LLM Reasoning AAAI 2026 Pseudo-Likelihood Training for Reasoning Diffusion Language Models EACL 2026 QueryGym: Step-by-Step Interaction with Relational Databases AAAI 2026 R-AVST: Empowering Video-LLMs with Fine-Grained Spatio-Temporal Reasoning in Complex Audio-Visual Scenarios AAAI 2026 Reasoning Palette: Modulating Reasoning via Latent Contextualization for Controllable Exploration for (V)LMs CVPR 2026 Reasoning via Implicit Self-supervised Emergence for Instruction Segmentation AAAI 2026 ReaSon: Reinforced Causal Search with Information Bottleneck for Video Understanding AAAI 2026 Rectify Evaluation Preference: Improving LLMs’ Critique on Math Reasoning via Perplexity-aware Reinforcement Learning AAAI 2026 Reflect, Rewrite, Repeat: How Simple Arithmetic Enables Advanced Reasoning in Small Language Models EACL 2026 Reinforcement Learning Enhanced Muti-hop Reasoning for Temporal Knowledge Question Answering AAAI 2026 RemoteReasoner: Towards Unifying Geospatial Reasoning Workflow AAAI 2026 Re-SpS: A Reinforcement Learning Approach to Speculative Sampling AAAI 2026