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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

23:48

Dream-VL & Dream-VLA: Open Vision-Language and...

Daily Paper Cast ·

2025/12/31

🤗 Upvotes: 28 | cs.CV, cs.CL Authors: Jiacheng Ye, Shansan Gong, Jiahui Gao, Junming Fan, Shuang Wu, Wei Bi, Haoli Bai, Lifeng Shang, Lingpeng Kong Title: Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone Arxiv: http://arxiv.org/abs/2512.22615v1 Abstract: While autoregressive Large Vision-Language Models

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22:44

SpotEdit: Selective Region Editing in Diffusion...

Daily Paper Cast ·

2025/12/31

🤗 Upvotes: 27 | cs.CV, cs.AI Authors: Zhibin Qin, Zhenxiong Tan, Zeqing Wang, Songhua Liu, Xinchao Wang Title: SpotEdit: Selective Region Editing in Diffusion Transformers Arxiv: http://arxiv.org/abs/2512.22323v1 Abstract: Diffusion Transformer models have significantly advanced image editing by encoding conditional images and integrating them into transformer layers. However,

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22:03

GRAN-TED: Generating Robust, Aligned, and Nuanced...

Daily Paper Cast ·

2025/12/31

🤗 Upvotes: 21 | cs.CV Authors: Bozhou Li, Sihan Yang, Yushuo Guan, Ruichuan An, Xinlong Chen, Yang Shi, Pengfei Wan, Wentao Zhang, Yuanxing zhang Title: GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models Arxiv: http://arxiv.org/abs/2512.15560v2 Abstract: The text encoder is a critical component of text-to-image and text-to-video diffusion

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23:11

InsertAnywhere: Bridging 4D Scene Geometry and...

Daily Paper Cast ·

2025/12/30

🤗 Upvotes: 74 | cs.CV, cs.AI Authors: Hoiyeong Jin, Hyojin Jang, Jeongho Kim, Junha Hyung, Kinam Kim, Dongjin Kim, Huijin Choi, Hyeonji Kim, Jaegul Choo Title: InsertAnywhere: Bridging 4D Scene Geometry and Diffusion Models for Realistic Video Object Insertion Arxiv: http://arxiv.org/abs/2512.17504v1 Abstract: Recent advances in diffusion-based video generation have opened new

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21:17

Mindscape-Aware Retrieval Augmented Generation for...

Daily Paper Cast ·

2025/12/30

🤗 Upvotes: 70 | cs.CL Authors: Yuqing Li, Jiangnan Li, Zheng Lin, Ziyan Zhou, Junjie Wu, Weiping Wang, Jie Zhou, Mo Yu Title: Mindscape-Aware Retrieval Augmented Generation for Improved Long Context Understanding Arxiv: http://arxiv.org/abs/2512.17220v1 Abstract: Humans understand long and complex texts by relying on a holistic semantic representation of the content. This global

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24:59

MAI-UI Technical Report: Real-World Centric...

Daily Paper Cast ·

2025/12/30

🤗 Upvotes: 21 | cs.CV Authors: Hanzhang Zhou, Xu Zhang, Panrong Tong, Jianan Zhang, Liangyu Chen, Quyu Kong, Chenglin Cai, Chen Liu, Yue Wang, Jingren Zhou, Steven Hoi Title: MAI-UI Technical Report: Real-World Centric Foundation GUI Agents Arxiv: http://arxiv.org/abs/2512.22047v1 Abstract: The development of GUI agents could revolutionize the next generation of human-computer

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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

en

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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1,575 results

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