Key papers

• Your Group-Relative Advantage Is Biased (2026)
  Fengkai Yang et al.
  1.94
• Unified Personalized Reward Model for Vision Generation (2026)
  Yibin Wang et al.
  1.94
• InfoPO: Information-Driven Policy Optimization for User-Centric Agents (2026)
  Fanqi Kong et al.
  1.94
• HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel (2026)
  The Viet Bui et al.
  1.94
• RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards (2026)
  Gaotang Li et al.
  1.94
• Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information (2026)
  Guobin Shen et al.
  1.94
• Rethinking Muon Beyond Pretraining: Spectral Failures and High-Pass Remedies for VLA and RLVR (2026)
  Chongyu Fan et al.
  1.94
• Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR (2026)
  Utkarsh Tyagi et al.
  1.94
• RUBRIC-ARROW: Alternating Pointwise Rubric Reward Modeling for LLM Post-training in Non-verifiable Domains (2026)
  Haoxiang Jiang et al.
  1.94
• SDR: Set-Distance Rewards for Radiology Report Generation (2026)
  Halil Ibrahim Gulluk et al.
  1.94
• The Role of Feedback Alignment in Self-Distillation (2026)
  Semih Kara et al.
  1.94
• InterleaveThinker: Reinforcing Agentic Interleaved Generation (2026)
  Dian Zheng et al.
  1.94
• STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability (2026)
  Haipeng Luo et al.
  1.94
• CORE: Contrastive Reflection Enables Rapid Improvements in Reasoning (2026)
  Linas Nasvytis et al.
  1.89
• MinerU2.5-Pro: Pushing the Limits of Data-Centric Document Parsing at Scale (2026)
  Bin Wang et al.
  1.83
• FireRed-OCR Technical Report (2026)
  Hao Wu et al.
  1.78
• VectorGym: A Multitask Benchmark for SVG Code Generation, Sketching, and Editing (2026)
  Juan Rodriguez et al.
  1.78
• Dr. Kernel: Reinforcement Learning Done Right for Triton Kernel Generations (2026)
  Wei Liu et al.
  1.72
• Video-R1: Reinforcing Video Reasoning in MLLMs (2025)
  Kaituo Feng et al.
  1.28
• VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning (2025)
  Haozhe Wang et al.
  1.28
• Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning (2025)
  Yibin Wang et al.
  1.28
• Bridging Supervised Learning and Reinforcement Learning in Math Reasoning (2025)
  Huayu Chen et al.
  1.28
• ARM: Adaptive Reasoning Model (2025)
  Siye Wu et al.
  1.28
• Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO (2025)
  Muzhi Zhu et al.
  1.28
• Semantically-Aware Rewards for Open-Ended R1 Training in Free-Form Generation (2025)
  Zongxia Li et al.
  1.28
• Perception-Aware Policy Optimization for Multimodal Reasoning (2025)
  Zhenhailong Wang et al.
  1.28
• A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement Learning (2025)
  Hiroshi Yoshihara et al.
  1.28
• Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning (2025)
  Vaishnavi Shrivastava et al.
  1.28
• Ovis2.5 Technical Report (2025)
  Shiyin Lu et al.
  1.28
• Select to Know: An Internal-External Knowledge Self-Selection Framework for Domain-Specific Question Answering (2025)
  Bolei He et al.
  1.28
• Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning (2025)
  Yibin Wang et al.
  1.28
• ΔL Normalization: Rethink Loss Aggregation in RLVR (2025)
  Zhiyuan He et al.
  1.28
• Advancing Speech Understanding in Speech-Aware Language Models with GRPO (2025)
  Avishai Elmakies et al.
  1.28
• VCRL: Variance-based Curriculum Reinforcement Learning for Large Language Models (2025)
  Guochao Jiang et al.
  1.28
• GRPO-MA: Multi-Answer Generation in GRPO for Stable and Efficient Chain-of-Thought Training (2025)
  Hongcheng Wang et al.
  1.28
• RLinf-VLA: A Unified and Efficient Framework for VLA+RL Training (2025)
  Hongzhi Zang et al.
  1.28
• Training-Free Group Relative Policy Optimization (2025)
  Yuzheng Cai et al.
  1.28
• Multimodal Policy Internalization for Conversational Agents (2025)
  Zhenhailong Wang et al.
  1.28
• MIRA: Multimodal Iterative Reasoning Agent for Image Editing (2025)
  Ziyun Zeng et al.
  1.28
• Beyond Token-level Supervision: Unlocking the Potential of Decoding-based Regression via Reinforcement Learning (2025)
  Ming Chen et al.
  1.28