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Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Episode 1608

🤗 Upvotes: 111 | cs.LG, cs.CL

Authors:
Zhiyuan Hu, Yucheng Wang, Yufei He, Jiaying Wu, Yilun Zhao, See-Kiong Ng,…

7 months, 2 weeks ago

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Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning

Episode 1607

🤗 Upvotes: 64 | cs.AI, cs.CL

Authors:
Zhiyuan Hu, Yunhai Hu, Juncheng Liu, Shuyue Stella Li, Yucheng Wang, Zhen …

7 months, 2 weeks ago

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Controlled Self-Evolution for Algorithmic Code Optimization

Episode 1606

🤗 Upvotes: 97 | cs.CL, cs.AI, cs.NE

Authors:
Tu Hu, Ronghao Chen, Shuo Zhang, Jianghao Yin, Mou Xiao Feng, Jingp…

7 months, 2 weeks ago

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DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation

Episode 1605

🤗 Upvotes: 92 | cs.CL

Authors:
Yibo Wang, Lei Wang, Yue Deng, Keming Wu, Yao Xiao, Huanjin Yao, Liwei Kang, Hai …

7 months, 2 weeks ago

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MAXS: Meta-Adaptive Exploration with LLM Agents

Episode 1604

🤗 Upvotes: 82 | cs.AI

Authors:
Jian Zhang, Zhiyuan Wang, Zhangqi Wang, Yu He, Haoran Luo, li yuan, Lingling Zhan…

7 months, 2 weeks ago

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Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning

Episode 1603

🤗 Upvotes: 47 | cs.LG, cs.CL

Authors:
Shaotian Yan, Kaiyuan Liu, Chen Shen, Bing Wang, Sinan Fan, Jun Zhang, Yue…

7 months, 2 weeks ago

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Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning

Episode 1602

🤗 Upvotes: 41 | cs.CV, cs.AI, cs.LG, cs.RO

Authors:
Chi-Pin Huang, Yunze Man, Zhiding Yu, Min-Hung Chen, Jan Kau…

7 months, 2 weeks ago

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SkinFlow: Efficient Information Transmission for Open Dermatological Diagnosis via Dynamic Visual Encoding and Staged RL

Episode 1601

🤗 Upvotes: 36 | cs.CV, cs.AI

Authors:
Lijun Liu, Linwei Chen, Zhishou Zhang, Meng Tian, Hengfu Cui, Ruiyang Li, …

7 months, 2 weeks ago

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OpenDecoder: Open Large Language Model Decoding to Incorporate Document Quality in RAG

Episode 1600

🤗 Upvotes: 26 | cs.CL, cs.AI, cs.IR

Authors:
Fengran Mo, Zhan Su, Yuchen Hui, Jinghan Zhang, Jia Ao Sun, Zheyuan…

7 months, 2 weeks ago

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OpenVoxel: Training-Free Grouping and Captioning Voxels for Open-Vocabulary 3D Scene Understanding

Episode 1599

🤗 Upvotes: 22 | cs.CV

Authors:
Sheng-Yu Huang, Jaesung Choe, Yu-Chiang Frank Wang, Cheng Sun

Title:
…

7 months, 2 weeks ago

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