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PODCAST

Daily Paper Cast

Jingwen Liang, Gengyu Wang

We update every weekday to discuss highest-voted papers from Huggingface Daily Paper (https://huggingface.co/papers). Both the podcast scripts and audio are generated by AI. Feedback and suggestions are welcome! Email us: dailypapercast.ai@gmail.com Creator: Jingwen Liang, 3D ML, https://www.linkedin.com/in/jingwen-liang/ Gengyu Wang, LLM ML, http://wanggengyu.com Listen on: Spotify: https://open.spotify.com/show/21nrhmdaA8qoBiH8q03NXL Apple Podcast:

science

All Episodes

23:21

Process Rewards with Learned Reliability

Daily Paper Cast ·

2026/05/21

🤗 Upvotes: 46 | cs.CL, cs.AI, cs.LG Authors: Jinyuan Li, Langlin Huang, Chengsong Huang, Shaoyang Xu, Donghong Cai, Yuyi Yang, Wenxuan Zhang, Jiaxin Huang Title: Process Rewards with Learned Reliability Arxiv: http://arxiv.org/abs/2605.15529v1 Abstract: Process Reward Models (PRMs) provide step-level feedback for reasoning, but current PRMs usually output only a single reward

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27:22

EnvFactory: Scaling Tool-Use Agents via Executable...

Daily Paper Cast ·

2026/05/21

🤗 Upvotes: 41 | cs.CL, cs.LG Authors: Minrui Xu, Zilin Wang, Mengyi DENG, Zhiwei Li, Zhicheng Yang, Xiao Zhu, Yinhong Liu, Boyu Zhu, Baiyu Huang, Chao Chen, Heyuan Deng, Fei Mi, Lifeng Shang, Xingshan Zeng, Zhijiang Guo Title: EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Arxiv: http://arxiv.org/abs/2605.18703v1 Abstract: Equipping LLMs

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23:22

CogOmniControl: Reasoning-Driven Controllable Video...

Daily Paper Cast ·

2026/05/21

🤗 Upvotes: 31 | cs.CV Authors: Hongji Yang, Songlian Li, Yucheng Zhou, Xiaotong Zhao, Alan Zhao, Chengzhong Xu, Jianbing Shen Title: CogOmniControl: Reasoning-Driven Controllable Video Generation via Creative Intent Cognition Arxiv: http://arxiv.org/abs/2605.19995v1 Abstract: Recent diffusion models achieve strong photorealism and fluency in video generation, yet remain fragile

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22:00

Harnessing LLM Agents with Skill Programs

Daily Paper Cast ·

2026/05/21

🤗 Upvotes: 29 | cs.AI Authors: Hongjun Liu, Yifei Ming, Shafiq Joty, Chen Zhao Title: Harnessing LLM Agents with Skill Programs Arxiv: http://arxiv.org/abs/2605.17734v1 Abstract: Equipping LLM agents with reusable skills derived from past experience has become a popular and successful approach for tackling complex and long-horizon tasks. However, such lessons are often encoded

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25:23

Code as Agent Harness

Daily Paper Cast ·

2026/05/20

🤗 Upvotes: 149 | cs.CL, cs.AIAuthors: Xuying Ning, Katherine Tieu, Dongqi Fu, Tianxin Wei, Zihao Li, Yuanchen Bei, Jiaru Zou, Mengting Ai, Zhining Liu, Ting-Wei Li, Lingjie Chen, Yanjun Zhao, Ke Yang, Bingxuan Li, Cheng Qian, Gaotang Li, Xiao Lin, Zhichen Zeng, Ruizhong Qiu, Sirui Chen, Yifan Sun, Xiyuan Yang, Ruida Wang, Rui Pan, Chenyuan Yang, Dylan Zhang, Liri Fang, Zikun Cui, Yang Cao, Pan Chen, Dorothy Sun, Ren Chen, Mahesh Srinivasan, Nipun

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22:51

SkillsVote: Lifecycle Governance of Agent Skills from...

Daily Paper Cast ·

2026/05/20

🤗 Upvotes: 112 | cs.CL, cs.AI Authors: Hongyi Liu, Haoyan Yang, Tao Jiang, Bo Tang, Feiyu Xiong, Zhiyu Li Title: SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution Arxiv: http://arxiv.org/abs/2605.18401v1 Abstract: Long-horizon LLM agents leave traces that could become reusable experience, but raw trajectories are noisy and hard to

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22:25

LongLive-2.0: An NVFP4 Parallel Infrastructure for...

Daily Paper Cast ·

2026/05/20

🤗 Upvotes: 92 | cs.CV, cs.DC Authors: Yukang Chen, Luozhou Wang, Wei Huang, Shuai Yang, Bohan Zhang, Yicheng Xiao, Ruihang Chu, Weian Mao, Qixin Hu, Shaoteng Liu, Yuyang Zhao, Huizi Mao, Ying-Cong Chen, Enze Xie, Xiaojuan Qi, Song Han Title: LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation Arxiv: http://arxiv.org/abs/2605.18739v2 Abstract: We present

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23:11

Lance: Unified Multimodal Modeling by Multi-Task Synergy

Daily Paper Cast ·

2026/05/20

🤗 Upvotes: 62 | cs.CV, cs.AI Authors: Fengyi Fu, Mengqi Huang, Shaojin Wu, Yunsheng Jiang, Yufei Huo, Hao Li, Yinghang Song, Fei Ding, Jianzhu Guo, Qian He, Zheren Fu, Zhendong Mao, Yongdong Zhang Title: Lance: Unified Multimodal Modeling by Multi-Task Synergy Arxiv: http://arxiv.org/abs/2605.18678v1 Abstract: We present Lance, a lightweight native unified model supporting

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22:22

AI for Auto-Research: Roadmap & User Guide

Daily Paper Cast ·

2026/05/20

🤗 Upvotes: 56 | cs.AI Authors: Lingdong Kong, Xian Sun, Wei Chow, Linfeng Li, Kevin Qinghong Lin, Xuan Billy Zhang, Song Wang, Rong Li, Qing Wu, Wei Gao, Yingshuo Wang, Shaoyuan Xie, Jiachen Liu, Leigang Qu, Shijie Li, Lai Xing Ng, Benoit R. Cottereau, Ziwei Liu, Tat-Seng Chua, Wei Tsang Ooi Title: AI for Auto-Research: Roadmap & User Guide Arxiv: http://arxiv.org/abs/2605.18661v1

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23:10

CHI-Bench: Can AI Agents Automate End-to-End,...

Daily Paper Cast ·

2026/05/20

🤗 Upvotes: 42 | cs.CL, cs.AI Authors: Haolin Chen, Deon Metelski, Leon Qi, Tao Xia, Joonyul Lee, Steve Brown, Kevin Riley, Frank Wang, T. Y. Alvin Liu, Hank Capps MD, Zeyu Tang, Xiangchen Song, Lingjing Kong, Fan Feng, Tianyi Zeng, Zhiwei Liu, Zixian Ma, Hang Jiang, Fangli Geng, Yuan Yuan, Chenyu You, Qingsong Wen, Hua Wei, Yanjie Fu, Yue Zhao, Carl Yang, Biwei Huang, Kun Zhang, Caiming Xiong, Sanmi Koyejo, Eric P. Xing, Philip S. Yu, Weiran Yao

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23:40

KVPO: ODE-Native GRPO for Autoregressive Video...

Daily Paper Cast ·

2026/05/20

🤗 Upvotes: 36 | cs.CV Authors: Ruicheng Zhang, Kaixi Cong, Jun Zhou, Zhizhou Zhong, Zunnan Xu, Shuiyang Mao, Wei Liu, Xiu Li Title: KVPO: ODE-Native GRPO for Autoregressive Video Alignment via KV Semantic Exploration Arxiv: http://arxiv.org/abs/2605.14278v1 Abstract: Aligning streaming autoregressive (AR) video generators with human preferences is challenging. Existing

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23:10

CiteVQA: Benchmarking Evidence Attribution for...

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 164 | cs.CL, cs.CV Authors: Dongsheng Ma, Jiayu Li, Zhengren Wang, Yijie Wang, Jiahao Kong, Weijun Zeng, Jutao Xiao, Jie Yang, Wentao Zhang, Bin Wang, Conghui He Title: CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence Arxiv: http://arxiv.org/abs/2605.12882v1 Abstract: Multimodal Large Language Models (MLLMs) have significantly advanced

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25:24

PhysBrain 1.0 Technical Report

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 131 | cs.RO, cs.AI, cs.CL, cs.CV Authors: Shijie Lian, Bin Yu, Xiaopeng Lin, Changti Wu, Hang Yuan, Xiaolin Hu, Zhaolong Shen, Yuzhuo Miao, Haishan Liu, Yuxuan Tian, Yukun Shi, Cong Huang, Kai Chen Title: PhysBrain 1.0 Technical Report Arxiv: http://arxiv.org/abs/2605.15298v1 Abstract: Vision-language-action models have advanced rapidly, but robot trajectories alone

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22:40

MMSkills: Towards Multimodal Skills for General...

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 104 | cs.AI Authors: Kangning Zhang, Shuai Shao, Qingyao Li, Jianghao Lin, Lingyue Fu, Shijian Wang, Wenxiang Jiao, Yuan Lu, Weiwen Liu, Weinan Zhang, Yong Yu Title: MMSkills: Towards Multimodal Skills for General Visual Agents Arxiv: http://arxiv.org/abs/2605.13527v2 Abstract: Reusable skills have become a core substrate for improving agent capabilities, yet most

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23:12

DexJoCo: A Benchmark and Toolkit for Task-Oriented...

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 47 | cs.RO Authors: Hanwen Wang, Weizhi Zhao, Xiangyu Wang, Siyuan Huang, He Lin, Boyuan Zheng, Rongtao Xu, Gang Wang, Yao Mu, He Wang, Lue Fan, Hongsheng Li, Zhaoxiang Zhang, Tieniu Tan Title: DexJoCo: A Benchmark and Toolkit for Task-Oriented Dexterous Manipulation on MuJoCo Arxiv: http://arxiv.org/abs/2605.16257v1 Abstract: Achieving human-level manipulation

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21:12

Distilling Long-CoT Reasoning through Collaborative...

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 34 | cs.AI Authors: Taewon Yun, Jisu Shin, Jeonghwan Choi, Seunghwan Bang, Hwanjun Song Title: Distilling Long-CoT Reasoning through Collaborative Step-wise Multi-Teacher Decoding Arxiv: http://arxiv.org/abs/2605.02290v1 Abstract: Distilling large reasoning models is essential for making Long-CoT reasoning practical, as full-scale inference remains computationally

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24:22

InsightTok: Improving Text and Face Fidelity in...

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 31 | cs.CV Authors: Yang Yue, Fangyun Wei, Tianyu He, Jinjing Zhao, Zanlin Ni, Zeyu Liu, Jiayi Guo, Lei Shi, Yue Dong, Li Chen, Ji Li, Gao Huang, Dong Chen Title: InsightTok: Improving Text and Face Fidelity in Discrete Tokenization for Autoregressive Image Generation Arxiv: http://arxiv.org/abs/2605.14333v1 Abstract: Text and faces are among the most perceptually

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21:04

Flash-GRPO: Efficient Alignment for Video Diffusion...

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 29 | cs.CV Authors: Xiaoxuan He, Siming Fu, Zeyue Xue, Weijie Wang, Ruizhe He, Yuming Li, Dacheng Yin, Shuai Dong, Haoyang Huang, Hongfa Wang, Nan Duan, Bohan Zhuang Title: Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Arxiv: http://arxiv.org/abs/2605.15980v1 Abstract: Group Relative Policy Optimization has emerged as essential

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21:07

Nudging Beyond the Comfort Zone: Efficient...

Daily Paper Cast ·

2026/05/19

🤗 Upvotes: 28 | cs.AI, cs.CL Authors: Chanuk Lee, Sangwoo Park, Minki Kang, Sung Ju Hwang Title: Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR Arxiv: http://arxiv.org/abs/2605.15726v1 Abstract: Reinforcement learning with verifiable rewards (RLVR) has emerged as a scalable paradigm for improving the reasoning capabilities of large language

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22:50

Achieving Gold-Medal-Level Olympiad Reasoning via...

Daily Paper Cast ·

2026/05/16

🤗 Upvotes: 129 | cs.AI, cs.CLAuthors: Yafu Li, Runzhe Zhan, Haoran Zhang, Shunkai Zhang, Yizhuo Li, Zhilin Wang, Jiacheng Chen, Futing Wang, Xuyang Hu, Yuchen Fan, Bangjie Xu, Yucheng Su, Xinmiao Han, Chenxi Li, Haodi Lei, Yufeng Zhao, Zejin Lin, Qianjia Cheng, Tong Zhu, Xiaoye Qu, Ganqu Cui, Peng Ye, Yun Luo, Zhouchen Lin, Yu Qiao, Bowen Zhou, Ning Ding, Yu Cheng Title: Achieving Gold-Medal-Level Olympiad Reasoning via Simple

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1,948 results

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