Reinforcement Learning

Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error ACL 2026 Don’t Act Blindly: Robust GUI Automation via Action-Effect Verification and Self-Correction ACL 2026 DPEPO: Diverse Parallel Exploration Policy Optimization for LLM-based Agents ACL 2026 DPWriter: Reinforcement Learning with Diverse Planning Branching for Creative Writing ACL 2026 DriveVLN: Towards Mapless Vision-and-Language Navigation in Autonomous Driving CVPR 2026 DSO: Direct Steering Optimization for Bias Mitigation CVPR 2026 Dual-Axis Generative Reward Model Toward Semantic and Turn-taking Robustness in Interactive Spoken Dialogue Models ACL 2026 DUAL RM: Beyond Rule-based Preference Reward Modeling via Meta-Reward ACL 2026 DVCQR: Dual-View Conversational Query Rewriting with Stage-wise Reinforcement Learning ACL 2026 DVMap: Fine-Grained Pluralistic Value Alignment via High-Consensus Demographic-Value Mapping ACL 2026 DyBBT: Dynamic Balance via Bandit-inspired Targeting for Dialog Policy with Cognitive Dual Systems ACL 2026 Dynamic Important Example Mining for Reinforcement Finetuning CVPR 2026 EE-RL: Vision Language Guided Reinforcement Learning with Explorer and Expert model for End-to-End Autonomous Driving CVPR 2026 Efficient Frame Selection for Long Video Understanding via Reinforcement Learning CVPR 2026 Embodied Learning of Reward for Musculoskeletal Control with Vision Language Models L4DC 2026 EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models CVPR 2026 Empowering Multi-Turn Tool-Integrated Agentic Reasoning with Group Turn Policy Optimization ACL 2026 End-to-End Optimization of LLM-Driven Multi-Agent Search Systems via Heterogeneous-Group-Based Reinforcement Learning ACL 2026 Enhancing Inverse Reinforcement Learning through Encoding Dynamic Information in Reward Shaping L4DC 2026 Escaping the Echo Trap: On Credit Assignment Failure in Multi-turn LLM Self-Reflection ACL 2026 EVA: Efficient Reinforcement Learning for End-to-End Video Agent CVPR 2026 E-ViC: Reasoning Beyond Text via Embodied Visual Chain for Spatial Intelligence ACL 2026 Evidence-Augmented Policy Optimization with Reward Co-Evolution for Long-Context Reasoning ACL 2026 ExecVerify: White-Box RL with Verifiable Stepwise Rewards for Code Execution Reasoning ACL 2026 Explore with Long-term Memory: A Benchmark and Multimodal LLM-based Reinforcement Learning Framework for Embodied Exploration CVPR 2026