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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

22:26

MHLA: Restoring Expressivity of Linear Attention via...

Daily Paper Cast ·

2026/01/14

🤗 Upvotes: 32 | cs.CV, cs.AI Authors: Kewei Zhang, Ye Huang, Yufan Deng, Jincheng Yu, Junsong Chen, Huan Ling, Enze Xie, Daquan Zhou Title: MHLA: Restoring Expressivity of Linear Attention via Token-Level Multi-Head Arxiv: http://arxiv.org/abs/2601.07832v1 Abstract: While the Transformer architecture dominates many fields, its quadratic self-attention complexity hinders its use

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22:30

X-Coder: Advancing Competitive Programming with Fully...

Daily Paper Cast ·

2026/01/14

🤗 Upvotes: 30 | cs.CL, cs.LG Authors: Jie Wu, Haoling Li, Xin Zhang, Jiani Guo, Jane Luo, Steven Liu, Yangyu Huang, Ruihang Chu, Scarlett Li, Yujiu Yang Title: X-Coder: Advancing Competitive Programming with Fully Synthetic Tasks, Solutions, and Tests Arxiv: http://arxiv.org/abs/2601.06953v1 Abstract: Competitive programming presents great challenges for Code LLMs due to its

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20:07

GlimpRouter: Efficient Collaborative Inference by...

Daily Paper Cast ·

2026/01/14

🤗 Upvotes: 26 | cs.AI Authors: Wenhao Zeng, Xuteng Zhang, Yuling Shi, Chao Hu, Yuting Chen, Beijun Shen, Xiaodong Gu Title: GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts Arxiv: http://arxiv.org/abs/2601.05110v1 Abstract: Large Reasoning Models (LRMs) achieve remarkable performance by explicitly generating multi-step chains of thought, but this

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23:35

Lost in the Noise: How Reasoning Models Fail with...

Daily Paper Cast ·

2026/01/14

🤗 Upvotes: 24 | cs.AI, cs.CL Authors: Seongyun Lee, Yongrae Jo, Minju Seo, Moontae Lee, Minjoon Seo Title: Lost in the Noise: How Reasoning Models Fail with Contextual Distractors Arxiv: http://arxiv.org/abs/2601.07226v1 Abstract: Recent advances in reasoning models and agentic AI systems have led to an increased reliance on diverse external information. However, this shift

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24:29

OS-Symphony: A Holistic Framework for Robust and...

Daily Paper Cast ·

2026/01/14

🤗 Upvotes: 22 | cs.MA, cs.AI, cs.CL, cs.CV, cs.HC Authors: Bowen Yang, Kaiming Jin, Zhenyu Wu, Zhaoyang Liu, Qiushi Sun, Zehao Li, JingJing Xie, Zhoumianze Liu, Fangzhi Xu, Kanzhi Cheng, Qingyun Li, Yian Wang, Yu Qiao, Zun Wang, Zichen Ding Title: OS-Symphony: A Holistic Framework for Robust and Generalist Computer-Using Agent Arxiv: http://arxiv.org/abs/2601.07779v1 Abstract:

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26:55

Thinking with Map: Reinforced Parallel Map-Augmented...

Daily Paper Cast ·

2026/01/13

🤗 Upvotes: 131 | cs.CV, cs.AI, cs.CL Authors: Yuxiang Ji, Yong Wang, Ziyu Ma, Yiming Hu, Hailang Huang, Xuecai Hu, Guanhua Chen, Liaoni Wu, Xiangxiang Chu Title: Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization Arxiv: http://arxiv.org/abs/2601.05432v1 Abstract: The image geolocalization task aims to predict the location where an image was taken

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21:58

MMFormalizer: Multimodal Autoformalization in the Wild

Daily Paper Cast ·

2026/01/13

🤗 Upvotes: 94 | cs.CL Authors: Jing Xiong, Qi Han, Yunta Hsieh, Hui Shen, Huajian Xin, Chaofan Tao, Chenyang Zhao, Hengyuan Zhang, Taiqiang Wu, Zhen Zhang, Haochen Wang, Zhongwei Wan, Lingpeng Kong, Ngai Wong Title: MMFormalizer: Multimodal Autoformalization in the Wild Arxiv: http://arxiv.org/abs/2601.03017v1 Abstract: Autoformalization, which translates natural language

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21:52

CaricatureGS: Exaggerating 3D Gaussian Splatting...

Daily Paper Cast ·

2026/01/13

🤗 Upvotes: 45 | cs.GR, cs.AI, cs.LG Authors: Eldad Matmon, Amit Bracha, Noam Rotstein, Ron Kimmel Title: CaricatureGS: Exaggerating 3D Gaussian Splatting Faces With Gaussian Curvature Arxiv: http://arxiv.org/abs/2601.03319v1 Abstract: A photorealistic and controllable 3D caricaturization framework for faces is introduced. We start with an intrinsic Gaussian curvature-based

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22:57

The Molecular Structure of Thought: Mapping the...

Daily Paper Cast ·

2026/01/13

🤗 Upvotes: 38 | cs.CL, cs.AI Authors: Qiguang Chen, Yantao Du, Ziniu Li, Jinhao Liu, Songyao Duan, Jiarui Guo, Minghao Liu, Jiaheng Liu, Tong Yang, Ge Zhang, Libo Qin, Wanxiang Che, Wenhao Huang Title: The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning Arxiv: http://arxiv.org/abs/2601.06002v1 Abstract: Large language models (LLMs) often

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25:39

Chaining the Evidence: Robust Reinforcement Learning...

Daily Paper Cast ·

2026/01/13

🤗 Upvotes: 30 | cs.CL Authors: Jiajie Zhang, Xin Lv, Ling Feng, Lei Hou, Juanzi Li Title: Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards Arxiv: http://arxiv.org/abs/2601.06021v1 Abstract: Reinforcement learning (RL) has emerged as a critical technique for enhancing LLM-based deep search agents. However, existing

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23:24

EnvScaler: Scaling Tool-Interactive Environments for...

Daily Paper Cast ·

2026/01/13

🤗 Upvotes: 25 | cs.CL, cs.AI, cs.LG Authors: Xiaoshuai Song, Haofei Chang, Guanting Dong, Yutao Zhu, Zhicheng Dou, Ji-Rong Wen Title: EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis Arxiv: http://arxiv.org/abs/2601.05808v1 Abstract: Large language models (LLMs) are expected to be trained to act as agents in various real-world

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22:01

Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified...

Daily Paper Cast ·

2026/01/13

🤗 Upvotes: 22 | cs.CL Authors: Mingxin Li, Yanzhao Zhang, Dingkun Long, Keqin Chen, Sibo Song, Shuai Bai, Zhibo Yang, Pengjun Xie, An Yang, Dayiheng Liu, Jingren Zhou, Junyang Lin Title: Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking Arxiv: http://arxiv.org/abs/2601.04720v1 Abstract: In this report, we

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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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1,967 results

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