reinforcement learning

Bridging the Memorization-Utilization Gap: Near-Lossless Context Compression via Reinforcement Learning ACL 2026 Brownian Bridge Augmented Surrogate Simulation and Injection Planning for Geological CO2 Storage AAAI 2026 BuildingGPT: Auto-Regressive Building Wireframe Reconstruction Model with Reinforcement Learning CVPR 2026 Can Compact Language Models Search Like Agents? Distillation-Guided Policy Optimization for Preserving Agentic RAG Capabilities ACL 2026 CAP: Controllable Alignment Prompting for Unlearning in LLMs ACL 2026 Careful Queries, Credible Results: Teaching RAG Models Advanced Web Search Tools with Reinforcement Learning AAAI 2026 CaRL-EM: Cost-Aware Reinforcement Learning for Entity Matching with LLMs ACL 2026 CastX: Cohort-Level Causal Inference Meets Statistical Testing for Faithful and Reliable GNN Explanations AAAI 2026 CCCaption: Dual-Reward Reinforcement Learning for Complete and Correct Image Captioning CVPR 2026 Central Limit Theorems for Asynchronous Averaged Q-Learning L4DC 2026 Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards ACL 2026 ChartEditor: A Reinforcement Learning Framework for Robust Chart Editing AAAI 2026 Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts CVPR 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 Circuit-Think: A Multimodal Reasoning Framework for Automated Circuit-to-Netlist Translation with Trajectory-Guided Reinforcement Learning AAAI 2026 City of Light (COL): A City-Scale, Geo-Anchored Urban Simulator with High-Throughput Multi-Sensor Streams AAAI 2026 CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts 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 CodeDance: A Dynamic Tool-integrated MLLM for Executable Visual Reasoning CVPR 2026 CodeV: Code with Images for Faithful Visual Reasoning via Tool-Aware Policy Optimization CVPR 2026 CoEvolve: Training LLM Agents via Agent-Data Mutual Evolution ACL 2026 CogniEdit: Dense Gradient Flow Optimization for Fine-Grained Image Editing CVPR 2026