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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

25:04

GDPO: Group reward-Decoupled Normalization Policy...

Daily Paper Cast ·

2026/01/10

🤗 Upvotes: 98 | cs.CL, cs.AI, cs.LGAuthors: Shih-Yang Liu, Xin Dong, Ximing Lu, Shizhe Diao, Peter Belcak, Mingjie Liu, Min-Hung Chen, Hongxu Yin, Yu-Chiang Frank Wang, Kwang-Ting Cheng, Yejin Choi, Jan Kautz, Pavlo Molchanov Title: GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization Arxiv: http://arxiv.org/abs/2601.05242v1 Abstract:

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25:06

Learnable Multipliers: Freeing the Scale of Language...

Daily Paper Cast ·

2026/01/10

🤗 Upvotes: 29 | cs.LG Authors: Maksim Velikanov, Ilyas Chahed, Jingwei Zuo, Dhia Eddine Rhaiem, Younes Belkada, Hakim Hacid Title: Learnable Multipliers: Freeing the Scale of Language Model Matrix Layers Arxiv: http://arxiv.org/abs/2601.04890v1 Abstract: Applying weight decay (WD) to matrix layers is standard practice in large-language-model pretraining. Prior work suggests that

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23:09

RL-AWB: Deep Reinforcement Learning for Auto White...

Daily Paper Cast ·

2026/01/10

🤗 Upvotes: 26 | cs.CV Authors: Yuan-Kang Lee, Kuan-Lin Chen, Chia-Che Chang, Yu-Lun Liu Title: RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes Arxiv: http://arxiv.org/abs/2601.05249v1 Abstract: Nighttime color constancy remains a challenging problem in computational photography due to low-light noise and complex illumination

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25:46

Token-Level LLM Collaboration via FusionRoute

Daily Paper Cast ·

2026/01/10

🤗 Upvotes: 26 | cs.AI, cs.CL, cs.LG Authors: Nuoya Xiong, Yuhang Zhou, Hanqing Zeng, Zhaorun Chen, Furong Huang, Shuchao Bi, Lizhu Zhang, Zhuokai Zhao Title: Token-Level LLM Collaboration via FusionRoute Arxiv: http://arxiv.org/abs/2601.05106v1 Abstract: Large language models (LLMs) exhibit strengths across diverse domains. However, achieving strong performance across these

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23:27

Entropy-Adaptive Fine-Tuning: Resolving Confident...

Daily Paper Cast ·

2026/01/09

🤗 Upvotes: 67 | cs.LG, cs.AI, cs.CLAuthors: Muxi Diao, Lele Yang, Wuxuan Gong, Yutong Zhang, Zhonghao Yan, Yufei Han, Kongming Liang, Weiran Xu, Zhanyu Ma Title: Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting Arxiv: http://arxiv.org/abs/2601.02151v1 Abstract: Supervised Fine-Tuning (SFT) is the standard paradigm for domain adaptation, yet it

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25:35

Evolving Programmatic Skill Networks

Daily Paper Cast ·

2026/01/09

🤗 Upvotes: 56 | cs.AI, cs.NE Authors: Haochen Shi, Xingdi Yuan, Bang Liu Title: Evolving Programmatic Skill Networks Arxiv: http://arxiv.org/abs/2601.03509v1 Abstract: We study continual skill acquisition in open-ended embodied environments where an agent must construct, refine, and reuse an expanding library of executable skills. We introduce the Programmatic Skill Network

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27:28

Atlas: Orchestrating Heterogeneous Models and Tools...

Daily Paper Cast ·

2026/01/09

🤗 Upvotes: 31 | cs.CL Authors: Jinyang Wu, Guocheng Zhai, Ruihan Jin, Jiahao Yuan, Yuhao Shen, Shuai Zhang, Zhengqi Wen, Jianhua Tao Title: Atlas: Orchestrating Heterogeneous Models and Tools for Multi-Domain Complex Reasoning Arxiv: http://arxiv.org/abs/2601.03872v1 Abstract: The integration of large language models (LLMs) with external tools has significantly expanded the

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22:14

Benchmark^2: Systematic Evaluation of LLM Benchmarks

Daily Paper Cast ·

2026/01/09

🤗 Upvotes: 29 | cs.CL Authors: Qi Qian, Chengsong Huang, Jingwen Xu, Changze Lv, Muling Wu, Wenhao Liu, Xiaohua Wang, Zhenghua Wang, Zisu Huang, Muzhao Tian, Jianhan Xu, Kun Hu, He-Da Wang, Yao Hu, Xuanjing Huang, Xiaoqing Zheng Title: Benchmark^2: Systematic Evaluation of LLM Benchmarks Arxiv: http://arxiv.org/abs/2601.03986v1 Abstract: The rapid proliferation of benchmarks for

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22:07

InfiniDepth: Arbitrary-Resolution and Fine-Grained...

Daily Paper Cast ·

2026/01/08

🤗 Upvotes: 73 | cs.CVAuthors: Hao Yu, Haotong Lin, Jiawei Wang, Jiaxin Li, Yida Wang, Xueyang Zhang, Yue Wang, Xiaowei Zhou, Ruizhen Hu, Sida Peng Title: InfiniDepth: Arbitrary-Resolution and Fine-Grained Depth Estimation with Neural Implicit Fields Arxiv: http://arxiv.org/abs/2601.03252v1 Abstract: Existing depth estimation methods are fundamentally limited to predicting depth

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22:27

LTX-2: Efficient Joint Audio-Visual Foundation Model

Daily Paper Cast ·

2026/01/08

🤗 Upvotes: 47 | cs.CV Authors: Yoav HaCohen, Benny Brazowski, Nisan Chiprut, Yaki Bitterman, Andrew Kvochko, Avishai Berkowitz, Daniel Shalem, Daphna Lifschitz, Dudu Moshe, Eitan Porat, Eitan Richardson, Guy Shiran, Itay Chachy, Jonathan Chetboun, Michael Finkelson, Michael Kupchick, Nir Zabari, Nitzan Guetta, Noa Kotler, Ofir Bibi, Ori Gordon, Poriya Panet, Roi Benita, Shahar Armon, Victor Kulikov, Yaron Inger, Yonatan Shiftan, Zeev Melumian, Zeev

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26:58

MOSS Transcribe Diarize: Accurate Transcription with...

Daily Paper Cast ·

2026/01/08

🤗 Upvotes: 46 | cs.SD, cs.AI, eess.AS Authors: MOSI. AI, Donghua Yu, Zhengyuan Lin, Chen Yang, Yiyang Zhang, Hanfu Chen, Jingqi Chen, Ke Chen, Liwei Fan, Yi Jiang, Jie Zhu, Muchen Li, Wenxuan Wang, Yang Wang, Zhe Xu, Yitian Gong, Yuqian Zhang, Wenbo Zhang, Zhaoye Fei, Qinyuan Cheng, Shimin Li, Xipeng Qiu Title: MOSS Transcribe Diarize: Accurate Transcription with Speaker Diarization Arxiv:

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28:03

SciEvalKit: An Open-source Evaluation Toolkit for...

Daily Paper Cast ·

2026/01/08

🤗 Upvotes: 28 | cs.AI, cs.CL Authors: Yiheng Wang, Yixin Chen, Shuo Li, Yifan Zhou, Bo Liu, Hengjian Gao, Jiakang Yuan, Jia Bu, Wanghan Xu, Yuhao Zhou, Xiangyu Zhao, Zhiwang Zhou, Fengxiang Wang, Haodong Duan, Songyang Zhang, Jun Yao, Han Deng, Yizhou Wang, Jiabei Xiao, Jiaqi Liu, Encheng Su, Yujie Liu, Weida Wang, Junchi Yao, Shenghe Zheng, Haoran Sun, Runmin Ma, Xiangchao Yan, Bo Zhang, Dongzhan Zhou, Shufei Zhang, Peng Ye, Xiaosong Wang, Shixiang

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22:31

NitroGen: An Open Foundation Model for Generalist...

Daily Paper Cast ·

2026/01/08

🤗 Upvotes: 22 | cs.CV, cs.AI, cs.LG Authors: Loïc Magne, Anas Awadalla, Guanzhi Wang, Yinzhen Xu, Joshua Belofsky, Fengyuan Hu, Joohwan Kim, Ludwig Schmidt, Georgia Gkioxari, Jan Kautz, Yisong Yue, Yejin Choi, Yuke Zhu, Linxi "Jim" Fan Title: NitroGen: An Open Foundation Model for Generalist Gaming Agents Arxiv: http://arxiv.org/abs/2601.02427v1 Abstract: We introduce NitroGen,

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22:58

Can LLMs Predict Their Own Failures? Self-Awareness...

Daily Paper Cast ·

2026/01/07

🤗 Upvotes: 48 | cs.CLAuthors: Amirhosein Ghasemabadi, Di Niu Title: Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits Arxiv: http://arxiv.org/abs/2512.20578v2 Abstract: Large language models (LLMs) generate fluent and complex outputs but often fail to recognize their own mistakes and hallucinations. Existing approaches typically rely on external judges,

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26:55

NextFlow: Unified Sequential Modeling Activates...

Daily Paper Cast ·

2026/01/07

🤗 Upvotes: 45 | cs.CV, cs.AI Authors: Huichao Zhang, Liao Qu, Yiheng Liu, Hang Chen, Yangyang Song, Yongsheng Dong, Shikun Sun, Xian Li, Xu Wang, Yi Jiang, Hu Ye, Bo Chen, Yiming Gao, Peng Liu, Akide Liu, Zhipeng Yang, Qili Deng, Linjie Xing, Jiyang Liu, Zhao Wang, Yang Zhou, Mingcong Liu, Yi Zhang, Qian He, Xiwei Hu, Zhongqi Qi, Jie Shao, Zhiye Fu, Shuai Wang, Fangmin Chen, Xuezhi Chai, Zhihua Wu, Yitong Wang, Zehuan Yuan, Daniel K. Du, Xinglong Wu

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23:47

DreamID-V:Bridging the Image-to-Video Gap for...

Daily Paper Cast ·

2026/01/07

🤗 Upvotes: 36 | cs.CV Authors: Xu Guo, Fulong Ye, Xinghui Li, Pengqi Tu, Pengze Zhang, Qichao Sun, Songtao Zhao, Xiangwang Hou, Qian He Title: DreamID-V:Bridging the Image-to-Video Gap for High-Fidelity Face Swapping via Diffusion Transformer Arxiv: http://arxiv.org/abs/2601.01425v1 Abstract: Video Face Swapping (VFS) requires seamlessly injecting a source identity into a target

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22:33

VAR RL Done Right: Tackling Asynchronous Policy...

Daily Paper Cast ·

2026/01/07

🤗 Upvotes: 29 | cs.CV, cs.LG Authors: Shikun Sun, Liao Qu, Huichao Zhang, Yiheng Liu, Yangyang Song, Xian Li, Xu Wang, Yi Jiang, Daniel K. Du, Xinglong Wu, Jia Jia Title: VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation Arxiv: http://arxiv.org/abs/2601.02256v1 Abstract: Visual generation is dominated by three paradigms: AutoRegressive

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24:15

GARDO: Reinforcing Diffusion Models without Reward...

Daily Paper Cast ·

2026/01/07

🤗 Upvotes: 23 | cs.LG, cs.AI, cs.CV Authors: Haoran He, Yuxiao Ye, Jie Liu, Jiajun Liang, Zhiyong Wang, Ziyang Yuan, Xintao Wang, Hangyu Mao, Pengfei Wan, Ling Pan Title: GARDO: Reinforcing Diffusion Models without Reward Hacking Arxiv: http://arxiv.org/abs/2512.24138v1 Abstract: Fine-tuning diffusion models via online reinforcement learning (RL) has shown great potential for

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25:57

InfiniteVGGT: Visual Geometry Grounded Transformer...

Daily Paper Cast ·

2026/01/07

🤗 Upvotes: 22 | cs.CV Authors: Shuai Yuan, Yantai Yang, Xiaotian Yang, Xupeng Zhang, Zhonghao Zhao, Lingming Zhang, Zhipeng Zhang Title: InfiniteVGGT: Visual Geometry Grounded Transformer for Endless Streams Arxiv: http://arxiv.org/abs/2601.02281v1 Abstract: The grand vision of enabling persistent, large-scale 3D visual geometry understanding is shackled by the irreconcilable

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23:53

VINO: A Unified Visual Generator with Interleaved...

Daily Paper Cast ·

2026/01/07

🤗 Upvotes: 22 | cs.CV Authors: Junyi Chen, Tong He, Zhoujie Fu, Pengfei Wan, Kun Gai, Weicai Ye Title: VINO: A Unified Visual Generator with Interleaved OmniModal Context Arxiv: http://arxiv.org/abs/2601.02358v1 Abstract: We present VINO, a unified visual generator that performs image and video generation and editing within a single framework. Instead of relying on task-specific

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1,575 results

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