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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

22:11

DeepSeek-V3.2: Pushing the Frontier of Open Large...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 114 | cs.CLAuthors: DeepSeek-AI, Aixin Liu, Aoxue Mei, Bangcai Lin, Bing Xue, Bingxuan Wang, Bingzheng Xu, Bochao Wu, Bowei Zhang, Chaofan Lin, Chen Dong, Chengda Lu, Chenggang Zhao, Chengqi Deng, Chenhao Xu, Chong Ruan, Damai Dai, Daya Guo, Dejian Yang, Deli Chen, Erhang Li, Fangqi Zhou, Fangyun Lin, Fucong Dai, Guangbo Hao, Guanting Chen, Guowei Li, H. Zhang, Hanwei Xu, Hao Li, Haofen Liang, Haoran Wei, Haowei Zhang, Haowen Luo, Haozhe

en

21:23

ToolOrchestra: Elevating Intelligence via Efficient...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 63 | cs.CL, cs.AI, cs.LG, cs.MA Authors: Hongjin Su, Shizhe Diao, Ximing Lu, Mingjie Liu, Jiacheng Xu, Xin Dong, Yonggan Fu, Peter Belcak, Hanrong Ye, Hongxu Yin, Yi Dong, Evelina Bakhturina, Tao Yu, Yejin Choi, Jan Kautz, Pavlo Molchanov Title: ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration Arxiv: http://arxiv.org/abs/2511.21689v1 Abstract:

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27:19

MultiShotMaster: A Controllable Multi-Shot Video...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 50 | cs.CV Authors: Qinghe Wang, Xiaoyu Shi, Baolu Li, Weikang Bian, Quande Liu, Huchuan Lu, Xintao Wang, Pengfei Wan, Kun Gai, Xu Jia Title: MultiShotMaster: A Controllable Multi-Shot Video Generation Framework Arxiv: http://arxiv.org/abs/2512.03041v1 Abstract: Current video generation techniques excel at single-shot clips but struggle to produce narrative multi-shot

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23:42

MG-Nav: Dual-Scale Visual Navigation via Sparse...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 44 | cs.CV, cs.RO Authors: Bo Wang, Jiehong Lin, Chenzhi Liu, Xinting Hu, Yifei Yu, Tianjia Liu, Zhongrui Wang, Xiaojuan Qi Title: MG-Nav: Dual-Scale Visual Navigation via Sparse Spatial Memory Arxiv: http://arxiv.org/abs/2511.22609v1 Abstract: We present MG-Nav (Memory-Guided Navigation), a dual-scale framework for zero-shot visual navigation that unifies global

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25:38

Skywork-R1V4: Toward Agentic Multimodal Intelligence...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 38 | cs.CV Authors: Yifan Zhang, Liang Hu, Haofeng Sun, Peiyu Wang, Yichen Wei, Shukang Yin, Jiangbo Pei, Wei Shen, Peng Xia, Yi Peng, Tianyidan Xie, Eric Li, Yang Liu, Xuchen Song, Yahui Zhou Title: Skywork-R1V4: Toward Agentic Multimodal Intelligence through Interleaved Thinking with Images and DeepResearch Arxiv: http://arxiv.org/abs/2512.02395v1 Abstract: Despite

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20:31

DualCamCtrl: Dual-Branch Diffusion Model for...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 38 | cs.CV Authors: Hongfei Zhang, Kanghao Chen, Zixin Zhang, Harold Haodong Chen, Yuanhuiyi Lyu, Yuqi Zhang, Shuai Yang, Kun Zhou, Yingcong Chen Title: DualCamCtrl: Dual-Branch Diffusion Model for Geometry-Aware Camera-Controlled Video Generation Arxiv: http://arxiv.org/abs/2511.23127v2 Abstract: This paper presents DualCamCtrl, a novel end-to-end diffusion model for

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25:25

Guided Self-Evolving LLMs with Minimal Human Supervision

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 37 | cs.AI, cs.CL, cs.LG Authors: Wenhao Yu, Zhenwen Liang, Chengsong Huang, Kishan Panaganti, Tianqing Fang, Haitao Mi, Dong Yu Title: Guided Self-Evolving LLMs with Minimal Human Supervision Arxiv: http://arxiv.org/abs/2512.02472v1 Abstract: AI self-evolution has long been envisioned as a path toward superintelligence, where models autonomously acquire, refine, and

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22:38

SimScale: Learning to Drive via Real-World Simulation...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 33 | cs.CV, cs.RO Authors: Haochen Tian, Tianyu Li, Haochen Liu, Jiazhi Yang, Yihang Qiu, Guang Li, Junli Wang, Yinfeng Gao, Zhang Zhang, Liang Wang, Hangjun Ye, Tieniu Tan, Long Chen, Hongyang Li Title: SimScale: Learning to Drive via Real-World Simulation at Scale Arxiv: http://arxiv.org/abs/2511.23369v1 Abstract: Achieving fully autonomous driving systems requires

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23:37

InnoGym: Benchmarking the Innovation Potential of AI...

Daily Paper Cast ·

2025/12/04

🤗 Upvotes: 30 | cs.CL, cs.AI, cs.CV, cs.LG, cs.MA Authors: Jintian Zhang, Kewei Xu, Jingsheng Zheng, Zhuoyun Yu, Yuqi Zhu, Yujie Luo, Lanning Wei, Shuofei Qiao, Lun Du, Da Zheng, Shumin Deng, Huajun Chen, Ningyu Zhang Title: InnoGym: Benchmarking the Innovation Potential of AI Agents Arxiv: http://arxiv.org/abs/2512.01822v1 Abstract: LLMs and Agents have achieved impressive

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23:00

LongVT: Incentivizing "Thinking with Long Videos" via...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 140 | cs.CVAuthors: Zuhao Yang, Sudong Wang, Kaichen Zhang, Keming Wu, Sicong Leng, Yifan Zhang, Chengwei Qin, Shijian Lu, Xingxuan Li, Lidong Bing Title: LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling Arxiv: http://arxiv.org/abs/2511.20785v1 Abstract: Large multimodal models (LMMs) have shown great potential for video reasoning with

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24:10

Envision: Benchmarking Unified Understanding &...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 83 | cs.CV, cs.AI Authors: Juanxi Tian, Siyuan Li, Conghui He, Lijun Wu, Cheng Tan Title: Envision: Benchmarking Unified Understanding & Generation for Causal World Process Insights Arxiv: http://arxiv.org/abs/2512.01816v1 Abstract: Current multimodal models aim to transcend the limitations of single-modality representations by unifying understanding and

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19:41

Stabilizing Reinforcement Learning with LLMs:...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 56 | cs.LG, cs.AI, cs.CL Authors: Chujie Zheng, Kai Dang, Bowen Yu, Mingze Li, Huiqiang Jiang, Junrong Lin, Yuqiong Liu, Hao Lin, Chencan Wu, Feng Hu, An Yang, Jingren Zhou, Junyang Lin Title: Stabilizing Reinforcement Learning with LLMs: Formulation and Practices Arxiv: http://arxiv.org/abs/2512.01374v2 Abstract: This paper proposes a novel formulation for

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24:37

How Far Are We from Genuinely Useful Deep Research...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 44 | cs.CL Authors: Dingling Zhang, He Zhu, Jincheng Ren, Kangqi Song, Xinran Zhou, Boyu Feng, Shudong Liu, Jiabin Luo, Weihao Xie, Zhaohui Wang, Tianrui Qin, King Zhu, Yuqing Wang, Qianben Chen, Yuchen Eleanor Jiang, Wei Wang, Jiaheng Liu, Wangchunshu Zhou Title: How Far Are We from Genuinely Useful Deep Research Agents? Arxiv: http://arxiv.org/abs/2512.01948v1 Abstract:

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22:15

What about gravity in video generation? Post-Training...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 41 | cs.CV Authors: Minh-Quan Le, Yuanzhi Zhu, Vicky Kalogeiton, Dimitris Samaras Title: What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewards Arxiv: http://arxiv.org/abs/2512.00425v1 Abstract: Recent video diffusion models can synthesize visually compelling clips, yet often violate basic physical laws-objects float, accelerations

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19:09

Infinity-RoPE: Action-Controllable Infinite Video...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 38 | cs.CV Authors: Hidir Yesiltepe, Tuna Han Salih Meral, Adil Kaan Akan, Kaan Oktay, Pinar Yanardag Title: Infinity-RoPE: Action-Controllable Infinite Video Generation Emerges From Autoregressive Self-Rollout Arxiv: http://arxiv.org/abs/2511.20649v1 Abstract: Current autoregressive video diffusion models are constrained by three core bottlenecks: (i) the finite

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24:04

The Consistency Critic: Correcting Inconsistencies in...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 36 | cs.CV Authors: Ziheng Ouyang, Yiren Song, Yaoli Liu, Shihao Zhu, Qibin Hou, Ming-Ming Cheng, Mike Zheng Shou Title: The Consistency Critic: Correcting Inconsistencies in Generated Images via Reference-Guided Attentive Alignment Arxiv: http://arxiv.org/abs/2511.20614v1 Abstract: Previous works have explored various customized generation tasks given a reference

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24:58

TUNA: Taming Unified Visual Representations for...

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 33 | cs.CV Authors: Zhiheng Liu, Weiming Ren, Haozhe Liu, Zijian Zhou, Shoufa Chen, Haonan Qiu, Xiaoke Huang, Zhaochong An, Fanny Yang, Aditya Patel, Viktar Atliha, Tony Ng, Xiao Han, Chuyan Zhu, Chenyang Zhang, Ding Liu, Juan-Manuel Perez-Rua, Sen He, Jürgen Schmidhuber, Wenhu Chen, Ping Luo, Wei Liu, Tao Xiang, Jonas Schult, Yuren Cong Title: TUNA: Taming Unified Visual Representations for Native Unified Multimodal

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22:37

LFM2 Technical Report

Daily Paper Cast ·

2025/12/03

🤗 Upvotes: 31 | cs.LG, cs.AI Authors: Alexander Amini, Anna Banaszak, Harold Benoit, Arthur Böök, Tarek Dakhran, Song Duong, Alfred Eng, Fernando Fernandes, Marc Härkönen, Anne Harrington, Ramin Hasani, Saniya Karwa, Yuri Khrustalev, Maxime Labonne, Mathias Lechner, Valentine Lechner, Simon Lee, Zetian Li, Noel Loo, Jacob Marks, Edoardo Mosca, Samuel J. Paech, Paul Pak, Rom N. Parnichkun, Alex Quach, Ryan Rogers, Daniela Rus, Nayan Saxena, Bettina

en

24:43

Z-Image: An Efficient Image Generation Foundation...

Daily Paper Cast ·

2025/12/02

🤗 Upvotes: 78 | cs.CV Authors: Z-Image Team, Huanqia Cai, Sihan Cao, Ruoyi Du, Peng Gao, Steven Hoi, Shijie Huang, Zhaohui Hou, Dengyang Jiang, Xin Jin, Liangchen Li, Zhen Li, Zhong-Yu Li, David Liu, Dongyang Liu, Junhan Shi, Qilong Wu, Feng Yu, Chi Zhang, Shifeng Zhang, Shilin Zhou Title: Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer Arxiv:

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21:40

REASONEDIT: Towards Reasoning-Enhanced Image Editing...

Daily Paper Cast ·

2025/12/02

🤗 Upvotes: 40 | cs.CV Authors: Fukun Yin, Shiyu Liu, Yucheng Han, Zhibo Wang, Peng Xing, Rui Wang, Wei Cheng, Yingming Wang, Aojie Li, Zixin Yin, Pengtao Chen, Xiangyu Zhang, Daxin Jiang, Xianfang Zeng, Gang Yu Title: REASONEDIT: Towards Reasoning-Enhanced Image Editing Models Arxiv: http://arxiv.org/abs/2511.22625v1 Abstract: Recent advances in image editing models have shown

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