reinforcement learning

Test-driven Reinforcement Learning in Continuous Control AAAI 2026 TextShield-R1: Reinforced Reasoning for Tampered Text Detection AAAI 2026 The Image as Its Own Reward: Reinforcement Learning with Adversarial Reward for Image Generation CVPR 2026 Themis: Automated Constraint-Aware Test Synthesis Framework for Code Reinforcement Learning AAAI 2026 The olmOCR Project: Building Fully Open OCR using VLMs ACL 2026 The Reasoning Trap: How Enhancing LLM Reasoning Amplifies Tool Hallucination ACL 2026 The Retrieval Bottleneck: Scaling Laws for Reinforcement Learning in RAG ACL 2026 The Visual Prism: Refracting Images into Parallel Multilingual Descriptions with Structured Visual Guidance AAAI 2026 Think before Go: Hierarchical Reasoning for Image-goal Navigation ACL 2026 ThinkGen: Generalized Thinking for Visual Generation CVPR 2026 Thinking-Based Non-Thinking: Solving the Reward Hacking Problem in Training Hybrid Reasoning Models via Reinforcement Learning ACL 2026 Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation CVPR 2026 Thinking with Programming Vision: Towards a Unified View for Thinking with Images CVPR 2026 Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning CVPR 2026 Think-J: Learning to Think for Generative LLM-as-a-Judge AAAI 2026 Think Just Enough: Leveraging Self-Assessed Confidence for Adaptive Reasoning in Language Models EACL 2026 Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning ACL 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 Timely Machine: Awareness of Time Makes Test-Time Scaling Agentic ACL 2026 TInR: Exploring Tool-Internalized Reasoning in Large Language Models ACL 2026 TinyJudge: Unverifiable Constraint Alignment via Lightweight Specialist Ensembles ACL 2026 TIV: Thought Injection via Vectors for Efficient Reasoning in Large Reasoning Models AAAI 2026 Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data ACL 2026 TOP-RL: Task-Optimized Progressive Token Pruning with Reinforcement Learning for Vision Language Models AAAI 2026