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| When Implausible Tokens Get Reinforced: Tail-Aware Credit Calibration for LLM Reinforcement Learning added by Syntology |
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| VIMPO: Value-Implicit Policy Optimization for LLMs added by Syntology |
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| ROSD: Reflective On-Policy Self-Distillation for Language Model Reasoning across Domains added by Syntology |
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| When Self-Belief Misleads: Active Label Acquisition for Reinforcement Learning with Verifiable Rewards added by Syntology |
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| Ranking-Aware Calibration for Reliable Multimodal Reinforcement Learning added by Syntology |
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| Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective added by Syntology |
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| When Less is Enough: Efficient Inference via Collaborative Reasoning added by Syntology |
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| HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment added by Syntology |
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| Seeing Isn't Believing: Mitigating Belief Inertia via Active Intervention in Embodied Agents added by Syntology |
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| GIANTS: Generative Insight Anticipation from Scientific Literature added by Syntology |
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| Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? added by Syntology |
2026-03 (from id) |
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| TIPS: Turn-Level Information-Potential Reward Shaping for Search-Augmented LLMs added by Syntology |
2026-03 (from id) |
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| Experience is the Best Teacher: Motivating Effective Exploration in Reinforcement Learning for LLMs added by Syntology |
2026-03 (from id) |
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| What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time added by Syntology |
2026-03 (from id) |
Jasper-Yan/SCRL/verl/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 |
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| On Information Self-Locking in Reinforcement Learning for Active Reasoning of LLM agents added by Syntology |
2026-03 (from id) |
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| Reinforcement Learning with Conditional Expectation Reward added by Syntology |
2026-03 (from id) |
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2026-03 (from id) |
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| Med-V1: Small Language Models for Zero-shot and Scalable Biomedical Evidence Attribution added by Syntology |
2026-03 (from id) |
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2026-02 (from id) |
Alibaba-NLP/VRAG/VRAG-RL/verl/models/weight_loader_registry.py 914227ac881d05be |
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| Adaptive Reflection and Length Coordinated Penalty (ARLCP) STOP UNNECESSARY REFLECTION: TRAINING LRMS FOR EFFICIENT REASONING WITH ADAPTIVE REFLEC-TION AND LENGTH COORDINATED PENALTY added by Syntology |
2026-02 (from id) |
ZeweiYu1/ARLCP/verl/models/weight_loader_registry.py 55f217ce71432b58 |
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| Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models added by Syntology |
2026-02 (from id) |
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| Echo: Towards Advanced Audio Comprehension via Audio-Interleaved Reasoning added by Syntology |
2026-02 (from id) |
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| Online Causal Kalman Filtering for Stable and Effective Policy Optimization added by Syntology |
2026-02 (from id) |
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2026-02 (from id) |
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| Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models added by Syntology |
2026-02 (from id) |
Easy195/FaithRL/verl/models/weight_loader_registry.py 2aeadc44472f2c85 |
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| Rethinking the Trust Region in LLM Reinforcement Learning added by Syntology |
2026-02 (from id) |
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2026-02 (from id) |
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2026-01 (from id) |
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2026-01 (from id) |
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MIT (permissive) |
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2026-01 (from id) |
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2026-01 (from id) |
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| Prioritized Replay for RL Post-training added by Syntology |
2026-01 (from id) |
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| Meta-RL Induces Exploration in Language Agents added by Syntology |
2025-12 (from id) |
mlbio-epfl/LaMer/verl/models/weight_loader_registry.py 55f217ce71432b58 |
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| Ophiuchus: Incentivizing Tool-augmented "Think with Images" for Joint Medical Segmentation, Understanding and Reasoning added by Syntology |
2025-12 (from id) |
SII-zyj/Ophiuchus/verl/models/weight_loader_registry.py 55f217ce71432b58 |
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2025-11 (from id) |
aiming-lab/Agent0/Agent0-VL/verl/models/weight_loader_registry.py 8bf1b3e9bf87072c |
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| Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agents added by Syntology |
2025-10 (from id) |
GuoqingWang1/IGPO/verl/models/weight_loader_registry.py 1008c22d29f85015 |
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Apache-2.0 (permissive) |
| Multi-Agent Tool-Integrated Policy Optimization added by Syntology |
2025-10 (from id) |
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| Self-Evolving Vision-Language Models for Image Quality Assessment via Voting and Ranking added by Syntology |
2025-09 (from id) |
bytedance/EvoQuality/verl/verl/models/weight_loader_registry.py d1e077d222a806ec |
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| arXiv:2507.13833 |
2025-07 (from id) |
sii-research/siiRL/siirl/models/weight_loader_registry.py 507e0caf435dd1c2 |
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| SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models |
15 Jun 2025 |
xid32/SoundMind/verl/models/weight_loader_registry.py aa51429ab4c58a74 |
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MIT (permissive) |
| RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling |
10 Jun 2025 |
bigai-nlco/rulereasoner/verl/verl/models/weight_loader_registry.py 1008c22d29f85015 |
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MIT (permissive) |
| ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL |
30 May 2025 |
Franklin-Zhang0/ReasonGen-R1/verl/models/weight_loader_registry.py 0cc9aa000ef7d88e |
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| REARANK: Reasoning Re-ranking Agent via Reinforcement Learning |
26 May 2025 |
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| AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting |
24 May 2025 |
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| DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning |
20 May 2025 |
visual-agent/deepeyes/verl/models/weight_loader_registry.py 1008c22d29f85015 |
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| Efficient Reinforcement Finetuning via Adaptive Curriculum Learning |
7 Apr 2025 |
uscnlp-lime/verl/verl/models/weight_loader_registry.py 8bf1b3e9bf87072c |
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| CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models |
28 Mar 2025 |
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| Self-rewarding correction for mathematical reasoning |
26 Feb 2025 |
agentica-project/verl-pipeline/verl/models/weight_loader_registry.py 914227ac881d05be |
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| HybridFlow: A Flexible and Efficient RLHF Framework |
28 Sep 2024 |
du-nlp-lab/lengthreward/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 |
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| arXiv:openreview_dzcDbh8ewp |
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Xiao-Youth/LECTOR/verl/models/weight_loader_registry.py 55f217ce71432b58 |
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ShadeCloak/IP-GRM/verl/verl/models/weight_loader_registry.py 2aeadc44472f2c85 |
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