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2509.01055
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VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use
1 September 2025
Dongfu Jiang
Yi Lu
Zhuofeng Li
Zhiheng Lyu
Ping Nie
Haozhe Wang
Alex Su
Hui Chen
Kai Zou
Chao Du
Tianyu Pang
Wenhu Chen
Re-assign community
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HuggingFace (61 upvotes)
Github (612★)
Papers citing
"VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use"
18 / 18 papers shown
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Agentic Policy Optimization via Instruction-Policy Co-Evolution
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SkyRL-Agent: Efficient RL Training for Multi-turn LLM Agent
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Richard Liaw
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20 Nov 2025
Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning
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The Path Not Taken: RLVR Provably Learns Off the Principals
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Jinwon Lee
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Kai Sheng Tai
191
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11 Nov 2025
Scaling Agent Learning via Experience Synthesis
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Sharpness-Controlled Group Relative Policy Optimization with Token-Level Probability Shaping
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136
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Incentivizing Agentic Reasoning in LLM Judges via Tool-Integrated Reinforcement Learning
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DeepAgent: A General Reasoning Agent with Scalable Toolsets
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130
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A Comprehensive Survey on Reinforcement Learning-based Agentic Search: Foundations, Roles, Optimizations, Evaluations, and Applications
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Zhichao Xu
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Qi He
Charu C. Aggarwal
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Xiang Zhang
Suhang Wang
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555
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Agentic Entropy-Balanced Policy Optimization
Guanting Dong
Licheng Bao
Zhongyuan Wang
Kangzhi Zhao
Xiaoxi Li
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Kun Gai
Guorui Zhou
Yutao Zhu
Ji-Rong Wen
Zhicheng Dou
91
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0
16 Oct 2025
Reinforcement Learning for Tool-Integrated Interleaved Thinking towards Cross-Domain Generalization
Zhengyu Chen
Jinluan Yang
Teng Xiao
Ruochen Zhou
L. Zhang
Xiangyu Xi
X. Shi
Wei Wang
Jinggang Wang
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116
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BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions
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Zhengbo Zhang
Zhiheng Lyu
Junhao Gong
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LLMAG
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194
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AlphaApollo: Orchestrating Foundation Models and Professional Tools into a Self-Evolving System for Deep Agentic Reasoning
Zhanke Zhou
Chentao Cao
Xiao Feng
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Zongze Li
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Brando Miranda
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Sanmi Koyejo
Masashi Sugiyama
Bo Han
ReLM
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112
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QUASAR: Quantum Assembly Code Generation Using Tool-Augmented LLMs via Agentic RL
Cong Yu
Valter Uotila
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130
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Language Models Can Learn from Verbal Feedback Without Scalar Rewards
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153
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202
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26 Sep 2025
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