reinforcement learning

RetouchIQ: MLLM Agents for Instruction-Based Image Retouching with Generalist Reward CVPR 2026 ReTRE: Benchmarking LLM Transfer Robustness with Structure-Preserving Variants ACL 2026 REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation ACL 2026 Revisiting the Data Sampling in Multimodal Post-training from a Difficulty-Distinguish View AAAI 2026 REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding CVPR 2026 Right at My Level: A Unified Multilingual Framework for Proficiency-Aware Text Simplification ACL 2026 RLBoost: Harvesting Preemptible Cloud Resources for Cost-Efficient Reinforcement Learning on LLMs NSDI 2026 RLFTSim: Realistic and Controllable Multi-Agent Traffic Simulation via Reinforcement Learning Fine-Tuning CVPR 2026 RLinf: Flexible and Efficient Large-Scale Reinforcement Learning via Macro-to-Micro Flow Transformation OSDI 2026 RLKD: Distilling LLMs’ Reasoning via Reinforcement Learning AAAI 2026 RLMR: Reinforcement Learning with Mixed Rewards for Creative Writing AAAI 2026 RL-ScanIQA: Reinforcement-Learned Scanpaths for Blind 360deg Image Quality Assessment CVPR 2026 RLSeek: Evidence-Grounded Reasoning for RAG Hallucination Detection ACL 2026 RLSLM: A Hybrid Framework Combining Reinforcement Learning and a Rule-based Social Locomotion Model for Socially-aware Navigation AAAI 2026 RL-Studio: A System for Multi-Phase Reinforcement Learning Experimentation AAAI 2026 RL-U2Net: A Dual-Branch UNet with Reinforcement Learning-Assisted Multimodal Feature Fusion for Accurate 3D Whole-Heart Segmentation AAAI 2026 RMLer: Synthesizing Novel Objects Across Diverse Categories via Reinforcement Mixing Learning AAAI 2026 RoboAgent: Chaining Basic Capabilities for Embodied Task Planning CVPR 2026 RoboWheel: A Data Engine from Real-World Human Demonstrations for Cross-Embodiment Robotic Learning CVPR 2026 Robust Adaptive Multi-Step Predictive Shielding (Student Abstract) AAAI 2026 RobustRL: Role-Based Fault Tolerance System for RL Post-Training OSDI 2026 Robust Tool Use via Fission-GRPO: Learning to Recover from Execution Errors ACL 2026 RollPacker: Taming Long-Tail Rollouts for RL Post-Training with Tail Batching NSDI 2026 RSPlace: Rotation Sensing Macro Placement via Bidirectional Tree Expansion AAAI 2026 RunawayEvil: Jailbreaking the Image-to-Video Generative Models CVPR 2026