Reinforcement Learning

AVA-VLA: Improving Vision-Language-Action models with Active Visual Attention CVPR 2026 AV-Reasoner: Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs CVPR 2026 Behavior Knowledge Merge in Reinforced Agentic Models ACL 2026 Benchmarking and Learning Real-World Customer Service Dialogue ACL 2026 Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning ACL 2026 Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs CVPR 2026 Beyond the Context Window: Scaling Agentic RL via End-to-end Optimized Context Compression ACL 2026 Boosting Vision-Language-Action Finetuning with Feasible Action Neighborhood Prior CVPR 2026 Breaking the Impasse: Dual-Scale Evolutionary Policy Training for Social Language Agents ACL 2026 CAIC: Congestion-Aware Intent Communication for Multi-Agent Reinforcement Learning UAI 2026 Can Compact Language Models Search Like Agents? Distillation-Guided Policy Optimization for Preserving Agentic RAG Capabilities ACL 2026 CARE What Fails: Contrastive Anchored-REflection for Verifiable Multimodal Reasoning CVPR 2026 CaRL-EM: Cost-Aware Reinforcement Learning for Entity Matching with LLMs ACL 2026 CCCaption: Dual-Reward Reinforcement Learning for Complete and Correct Image Captioning CVPR 2026 CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning ACL 2026 CGL: Advancing Continual GUI Learning via Reinforcement Fine-Tuning CVPR 2026 CharTide: Data-Centric Chart-to-Code Generation via Tri-Perspective Tuning and Inquiry-Driven Evolution ACL 2026 ChatR1: Reinforcement Learning for Conversational Reasoning and Retrieval Augmented Question Answering ACL 2026 Check Your Work: Structured Checklist Feedback for Improving Large Language Models ACL 2026 ChipSeek: Optimizing Verilog Generation via EDA-Integrated Reinforcement Learning ACL 2026 Closing the Modality Reasoning Gap for Speech Large Language Models ACL 2026 Closing the Spatial Execution Gap in Digital Whiteboards via Verifiable Reinforcement Learning ACL 2026 CMR-RD: Long-Tailed Adaptive VLM for Explainable CMR Diagnosis CVPR 2026 CoAct: Co-Active LLM Preference Learning with Human-AI Synergy ACL 2026 CodeDance: A Dynamic Tool-integrated MLLM for Executable Visual Reasoning CVPR 2026