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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

25:49

Latent Implicit Visual Reasoning

Daily Paper Cast ·

2025/12/27

🤗 Upvotes: 34 | cs.CVAuthors: Kelvin Li, Chuyi Shang, Leonid Karlinsky, Rogerio Feris, Trevor Darrell, Roei Herzig Title: Latent Implicit Visual Reasoning Arxiv: http://arxiv.org/abs/2512.21218v1 Abstract: While Large Multimodal Models (LMMs) have made significant progress, they remain largely text-centric, relying on language as their core reasoning modality. As a result, they

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26:01

Emergent temporal abstractions in autoregressive...

Daily Paper Cast ·

2025/12/27

🤗 Upvotes: 26 | cs.LG, cs.AI Authors: Seijin Kobayashi, Yanick Schimpf, Maximilian Schlegel, Angelika Steger, Maciej Wolczyk, Johannes von Oswald, Nino Scherrer, Kaitlin Maile, Guillaume Lajoie, Blake A. Richards, Rif A. Saurous, James Manyika, Blaise Agüera y Arcas, Alexander Meulemans, João Sacramento Title: Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning Arxiv:

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21:22

TurboDiffusion: Accelerating Video Diffusion Models...

Daily Paper Cast ·

2025/12/26

🤗 Upvotes: 51 | cs.CV, cs.AI, cs.LGAuthors: Jintao Zhang, Kaiwen Zheng, Kai Jiang, Haoxu Wang, Ion Stoica, Joseph E. Gonzalez, Jianfei Chen, Jun Zhu Title: TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times Arxiv: http://arxiv.org/abs/2512.16093v1 Abstract: We introduce TurboDiffusion, a video generation acceleration framework that can speed up end-to-end

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22:56

Learning to Reason in 4D: Dynamic Spatial...

Daily Paper Cast ·

2025/12/26

🤗 Upvotes: 42 | cs.CV Authors: Shengchao Zhou, Yuxin Chen, Yuying Ge, Wei Huang, Jiehong Lin, Ying Shan, Xiaojuan Qi Title: Learning to Reason in 4D: Dynamic Spatial Understanding for Vision Language Models Arxiv: http://arxiv.org/abs/2512.20557v1 Abstract: Vision-language models (VLM) excel at general understanding yet remain weak at dynamic spatial reasoning (DSR), i.e.,

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21:35

DreaMontage: Arbitrary Frame-Guided One-Shot Video...

Daily Paper Cast ·

2025/12/26

🤗 Upvotes: 26 | cs.CV Authors: Jiawei Liu, Junqiao Li, Jiangfan Deng, Gen Li, Siyu Zhou, Zetao Fang, Shanshan Lao, Zengde Deng, Jianing Zhu, Tingting Ma, Jiayi Li, Yunqiu Wang, Qian He, Xinglong Wu Title: DreaMontage: Arbitrary Frame-Guided One-Shot Video Generation Arxiv: http://arxiv.org/abs/2512.21252v1 Abstract: The "one-shot" technique represents a distinct and

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20:49

T2AV-Compass: Towards Unified Evaluation for...

Daily Paper Cast ·

2025/12/26

🤗 Upvotes: 23 | cs.CV Authors: Zhe Cao, Tao Wang, Jiaming Wang, Yanghai Wang, Yuanxing Zhang, Jialu Chen, Miao Deng, Jiahao Wang, Yubin Guo, Chenxi Liao, Yize Zhang, Zhaoxiang Zhang, Jiaheng Liu Title: T2AV-Compass: Towards Unified Evaluation for Text-to-Audio-Video Generation Arxiv: http://arxiv.org/abs/2512.21094v1 Abstract: Text-to-Audio-Video (T2AV) generation aims to

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22:13

SemanticGen: Video Generation in Semantic Space

Daily Paper Cast ·

2025/12/25

🤗 Upvotes: 78 | cs.CVAuthors: Jianhong Bai, Xiaoshi Wu, Xintao Wang, Xiao Fu, Yuanxing Zhang, Qinghe Wang, Xiaoyu Shi, Menghan Xia, Zuozhu Liu, Haoji Hu, Pengfei Wan, Kun Gai Title: SemanticGen: Video Generation in Semantic Space Arxiv: http://arxiv.org/abs/2512.20619v2 Abstract: State-of-the-art video generative models typically learn the distribution of video latents in the

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27:28

Bottom-up Policy Optimization: Your Language Model...

Daily Paper Cast ·

2025/12/25

🤗 Upvotes: 49 | cs.LG, cs.AI, cs.CL Authors: Yuqiao Tan, Minzheng Wang, Shizhu He, Huanxuan Liao, Chengfeng Zhao, Qiunan Lu, Tian Liang, Jun Zhao, Kang Liu Title: Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies Arxiv: http://arxiv.org/abs/2512.19673v1 Abstract: Existing reinforcement learning (RL) approaches treat large language

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22:12

LongVideoAgent: Multi-Agent Reasoning with Long Videos

Daily Paper Cast ·

2025/12/25

🤗 Upvotes: 38 | cs.AI, cs.CV, cs.LG, cs.MA Authors: Runtao Liu, Ziyi Liu, Jiaqi Tang, Yue Ma, Renjie Pi, Jipeng Zhang, Qifeng Chen Title: LongVideoAgent: Multi-Agent Reasoning with Long Videos Arxiv: http://arxiv.org/abs/2512.20618v1 Abstract: Recent advances in multimodal LLMs and systems that use tools for long-video QA point to the promise of reasoning over hour-long

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22:10

SpatialTree: How Spatial Abilities Branch Out in MLLMs

Daily Paper Cast ·

2025/12/25

🤗 Upvotes: 35 | cs.CV Authors: Yuxi Xiao, Longfei Li, Shen Yan, Xinhang Liu, Sida Peng, Yunchao Wei, Xiaowei Zhou, Bingyi Kang Title: SpatialTree: How Spatial Abilities Branch Out in MLLMs Arxiv: http://arxiv.org/abs/2512.20617v1 Abstract: Cognitive science suggests that spatial ability develops progressively-from perception to reasoning and interaction. Yet in multimodal LLMs

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24:05

DataFlow: An LLM-Driven Framework for Unified Data...

Daily Paper Cast ·

2025/12/24

🤗 Upvotes: 159 | cs.LG, cs.CLAuthors: Hao Liang, Xiaochen Ma, Zhou Liu, Zhen Hao Wong, Zhengyang Zhao, Zimo Meng, Runming He, Chengyu Shen, Qifeng Cai, Zhaoyang Han, Meiyi Qiang, Yalin Feng, Tianyi Bai, Zewei Pan, Ziyi Guo, Yizhen Jiang, Jingwen Deng, Qijie You, Peichao Lai, Tianyu Guo, Chi Hsu Tsai, Hengyi Feng, Rui Hu, Wenkai Yu, Junbo Niu, Bohan Zeng, Ruichuan An, Lu Ma, Jihao Huang, Yaowei Zheng, Conghui He, Linpeng Tang, Bin Cui, Weinan E, Wentao

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26:13

The Prism Hypothesis: Harmonizing Semantic and Pixel...

Daily Paper Cast ·

2025/12/24

🤗 Upvotes: 53 | cs.CV Authors: Weichen Fan, Haiwen Diao, Quan Wang, Dahua Lin, Ziwei Liu Title: The Prism Hypothesis: Harmonizing Semantic and Pixel Representations via Unified Autoencoding Arxiv: http://arxiv.org/abs/2512.19693v1 Abstract: Deep representations across modalities are inherently intertwined. In this paper, we systematically analyze the spectral characteristics of

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21:07

Region-Constraint In-Context Generation for...

Daily Paper Cast ·

2025/12/24

🤗 Upvotes: 40 | cs.CV, cs.MM Authors: Zhongwei Zhang, Fuchen Long, Wei Li, Zhaofan Qiu, Wu Liu, Ting Yao, Tao Mei Title: Region-Constraint In-Context Generation for Instructional Video Editing Arxiv: http://arxiv.org/abs/2512.17650v1 Abstract: The In-context generation paradigm recently has demonstrated strong power in instructional image editing with both data efficiency and

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24:14

QuCo-RAG: Quantifying Uncertainty from the...

Daily Paper Cast ·

2025/12/24

🤗 Upvotes: 26 | cs.CL, cs.IR Authors: Dehai Min, Kailin Zhang, Tongtong Wu, Lu Cheng Title: QuCo-RAG: Quantifying Uncertainty from the Pre-training Corpus for Dynamic Retrieval-Augmented Generation Arxiv: http://arxiv.org/abs/2512.19134v1 Abstract: Dynamic Retrieval-Augmented Generation adaptively determines when to retrieve during generation to mitigate hallucinations in large

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24:41

Infinite-Homography as Robust Conditioning for...

Daily Paper Cast ·

2025/12/24

🤗 Upvotes: 26 | cs.CV Authors: Min-Jung Kim, Jeongho Kim, Hoiyeong Jin, Junha Hyung, Jaegul Choo Title: Infinite-Homography as Robust Conditioning for Camera-Controlled Video Generation Arxiv: http://arxiv.org/abs/2512.17040v1 Abstract: Recent progress in video diffusion models has spurred growing interest in camera-controlled novel-view video generation for dynamic scenes,

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25:57

Can LLMs Estimate Student Struggles? Human-AI...

Daily Paper Cast ·

2025/12/24

🤗 Upvotes: 21 | cs.CL, cs.AI, cs.CY Authors: Ming Li, Han Chen, Yunze Xiao, Jian Chen, Hong Jiao, Tianyi Zhou Title: Can LLMs Estimate Student Struggles? Human-AI Difficulty Alignment with Proficiency Simulation for Item Difficulty Prediction Arxiv: http://arxiv.org/abs/2512.18880v1 Abstract: Accurate estimation of item (question or task) difficulty is critical for educational

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24:01

Probing Scientific General Intelligence of LLMs with...

Daily Paper Cast ·

2025/12/23

🤗 Upvotes: 78 | cs.AI, cs.CL, cs.LG Authors: Wanghan Xu, Yuhao Zhou, Yifan Zhou, Qinglong Cao, Shuo Li, Jia Bu, Bo Liu, Yixin Chen, Xuming He, Xiangyu Zhao, Xiang Zhuang, Fengxiang Wang, Zhiwang Zhou, Qiantai Feng, Wenxuan Huang, Jiaqi Wei, Hao Wu, Yuejin Yang, Guangshuai Wang, Sheng Xu, Ziyan Huang, Xinyao Liu, Jiyao Liu, Cheng Tang, Wei Li, Ying Chen, Junzhi Ning, Pengfei Jiang, Chenglong Ma, Ye Du, Changkai Ji, Huihui Xu, Ming Hu, Jiangbin Zheng,

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25:33

PhysBrain: Human Egocentric Data as a Bridge from...

Daily Paper Cast ·

2025/12/23

🤗 Upvotes: 64 | cs.RO Authors: Xiaopeng Lin, Shijie Lian, Bin Yu, Ruoqi Yang, Changti Wu, Yuzhuo Miao, Yurun Jin, Yukun Shi, Cong Huang, Bojun Cheng, Kai Chen Title: PhysBrain: Human Egocentric Data as a Bridge from Vision Language Models to Physical Intelligence Arxiv: http://arxiv.org/abs/2512.16793v1 Abstract: Robotic generalization relies on physical intelligence: the

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21:45

When Reasoning Meets Its Laws

Daily Paper Cast ·

2025/12/23

🤗 Upvotes: 48 | cs.AI, cs.CL Authors: Junyu Zhang, Yifan Sun, Tianang Leng, Jingyan Shen, Liu Ziyin, Paul Pu Liang, Huan Zhang Title: When Reasoning Meets Its Laws Arxiv: http://arxiv.org/abs/2512.17901v1 Abstract: Despite the superior performance of Large Reasoning Models (LRMs), their reasoning behaviors are often counterintuitive, leading to suboptimal reasoning capabilities

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25:34

Seed-Prover 1.5: Mastering Undergraduate-Level...

Daily Paper Cast ·

2025/12/23

🤗 Upvotes: 40 | cs.CL Authors: Jiangjie Chen, Wenxiang Chen, Jiacheng Du, Jinyi Hu, Zhicheng Jiang, Allan Jie, Xiaoran Jin, Xing Jin, Chenggang Li, Wenlei Shi, Zhihong Wang, Mingxuan Wang, Chenrui Wei, Shufa Wei, Huajian Xin, Fan Yang, Weihao Gao, Zheng Yuan, Tianyang Zhan, Zeyu Zheng, Tianxi Zhou, Thomas Hanwen Zhu Title: Seed-Prover 1.5: Mastering Undergraduate-Level Theorem Proving via Learning from Experience

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1,529 results

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