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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

18:37

COMPACT: COMPositional Atomic-to-Complex Visual...

Daily Paper Cast ·

2025/05/02

🤗 Upvotes: 22 | cs.CV Authors: Xindi Wu, Hee Seung Hwang, Polina Kirichenko, Olga Russakovsky Title: COMPACT: COMPositional Atomic-to-Complex Visual Capability Tuning Arxiv: http://arxiv.org/abs/2504.21850v1 Abstract: Multimodal Large Language Models (MLLMs) excel at simple vision-language tasks but struggle when faced with complex tasks that require multiple capabilities, such

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22:26

Reinforcement Learning for Reasoning in Large...

Daily Paper Cast ·

2025/05/01

🤗 Upvotes: 49 | cs.LG, cs.AI, cs.CLAuthors: Yiping Wang, Qing Yang, Zhiyuan Zeng, Liliang Ren, Lucas Liu, Baolin Peng, Hao Cheng, Xuehai He, Kuan Wang, Jianfeng Gao, Weizhu Chen, Shuohang Wang, Simon Shaolei Du, Yelong Shen Title: Reinforcement Learning for Reasoning in Large Language Models with One Training Example Arxiv: http://arxiv.org/abs/2504.20571v1 Abstract: We show

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21:56

UniversalRAG: Retrieval-Augmented Generation over...

Daily Paper Cast ·

2025/05/01

🤗 Upvotes: 44 | cs.CL, cs.AI, cs.CV, cs.IR, cs.LG Authors: Woongyeong Yeo, Kangsan Kim, Soyeong Jeong, Jinheon Baek, Sung Ju Hwang Title: UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities Arxiv: http://arxiv.org/abs/2504.20734v1 Abstract: Retrieval-Augmented Generation (RAG) has shown substantial promise in improving

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21:22

ReasonIR: Training Retrievers for Reasoning Tasks

Daily Paper Cast ·

2025/05/01

🤗 Upvotes: 36 | cs.AI, cs.CL, cs.IR, cs.LG Authors: Rulin Shao, Rui Qiao, Varsha Kishore, Niklas Muennighoff, Xi Victoria Lin, Daniela Rus, Bryan Kian Hsiang Low, Sewon Min, Wen-tau Yih, Pang Wei Koh, Luke Zettlemoyer Title: ReasonIR: Training Retrievers for Reasoning Tasks Arxiv: http://arxiv.org/abs/2504.20595v1 Abstract: We present ReasonIR-8B, the first retriever

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20:54

The Leaderboard Illusion

Daily Paper Cast ·

2025/05/01

🤗 Upvotes: 36 | cs.AI, cs.CL, cs.LG, stat.ME Authors: Shivalika Singh, Yiyang Nan, Alex Wang, Daniel D'Souza, Sayash Kapoor, Ahmet Üstün, Sanmi Koyejo, Yuntian Deng, Shayne Longpre, Noah Smith, Beyza Ermis, Marzieh Fadaee, Sara Hooker Title: The Leaderboard Illusion Arxiv: http://arxiv.org/abs/2504.20879v1 Abstract: Measuring progress is fundamental to the advancement of any

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21:07

Toward Evaluative Thinking: Meta Policy Optimization...

Daily Paper Cast ·

2025/05/01

🤗 Upvotes: 28 | cs.CL Authors: Zae Myung Kim, Chanwoo Park, Vipul Raheja, Dongyeop Kang Title: Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models Arxiv: http://arxiv.org/abs/2504.20157v1 Abstract: Reward-based alignment methods for large language models (LLMs) face two key limitations: vulnerability to reward hacking, where models exploit flaws in

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21:57

RepText: Rendering Visual Text via Replicating

Daily Paper Cast ·

2025/04/30

🤗 Upvotes: 22 | cs.CVAuthors: Haofan Wang, Yujia Xu, Yimeng Li, Junchen Li, Chaowei Zhang, Jing Wang, Kejia Yang, Zhibo Chen Title: RepText: Rendering Visual Text via Replicating Arxiv: http://arxiv.org/abs/2504.19724v1 Abstract: Although contemporary text-to-image generation models have achieved remarkable breakthroughs in producing visually appealing images, their capacity to

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21:33

Towards Understanding Camera Motions in Any Video

Daily Paper Cast ·

2025/04/29

🤗 Upvotes: 127 | cs.CV, cs.AI, cs.CL, cs.LG, cs.MM Authors: Zhiqiu Lin, Siyuan Cen, Daniel Jiang, Jay Karhade, Hewei Wang, Chancharik Mitra, Tiffany Ling, Yuhan Huang, Sifan Liu, Mingyu Chen, Rushikesh Zawar, Xue Bai, Yilun Du, Chuang Gan, Deva Ramanan Title: Towards Understanding Camera Motions in Any Video Arxiv: http://arxiv.org/abs/2504.15376v1 Abstract: We introduce

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21:29

Skywork R1V2: Multimodal Hybrid Reinforcement...

Daily Paper Cast ·

2025/04/29

🤗 Upvotes: 43 | cs.CV Authors: Chris, Yichen Wei, Yi Peng, Xiaokun Wang, Weijie Qiu, Wei Shen, Tianyidan Xie, Jiangbo Pei, Jianhao Zhang, Yunzhuo Hao, Xuchen Song, Yang Liu, Yahui Zhou Title: Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Arxiv: http://arxiv.org/abs/2504.16656v2 Abstract: We present Skywork R1V2, a next-generation multimodal reasoning model

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20:32

BitNet v2: Native 4-bit Activations with Hadamard...

Daily Paper Cast ·

2025/04/29

🤗 Upvotes: 25 | cs.CL, cs.LG Authors: Hongyu Wang, Shuming Ma, Furu Wei Title: BitNet v2: Native 4-bit Activations with Hadamard Transformation for 1-bit LLMs Arxiv: http://arxiv.org/abs/2504.18415v1 Abstract: Efficient deployment of 1-bit Large Language Models (LLMs) is hindered by activation outliers, which complicate quantization to low bit-widths. We introduce BitNet v2, a

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20:44

Step1X-Edit: A Practical Framework for General Image...

Daily Paper Cast ·

2025/04/26

🤗 Upvotes: 55 | cs.CVAuthors: Shiyu Liu, Yucheng Han, Peng Xing, Fukun Yin, Rui Wang, Wei Cheng, Jiaqi Liao, Yingming Wang, Honghao Fu, Chunrui Han, Guopeng Li, Yuang Peng, Quan Sun, Jingwei Wu, Yan Cai, Zheng Ge, Ranchen Ming, Lei Xia, Xianfang Zeng, Yibo Zhu, Binxing Jiao, Xiangyu Zhang, Gang Yu, Daxin Jiang Title: Step1X-Edit: A Practical Framework for General Image Editing Arxiv:

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22:01

Paper2Code: Automating Code Generation from...

Daily Paper Cast ·

2025/04/26

🤗 Upvotes: 50 | cs.CL Authors: Minju Seo, Jinheon Baek, Seongyun Lee, Sung Ju Hwang Title: Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning Arxiv: http://arxiv.org/abs/2504.17192v1 Abstract: Despite the rapid growth of machine learning research, corresponding code implementations are often unavailable, making it slow and labor-intensive for

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20:16

RefVNLI: Towards Scalable Evaluation of...

Daily Paper Cast ·

2025/04/26

🤗 Upvotes: 47 | cs.CV Authors: Aviv Slobodkin, Hagai Taitelbaum, Yonatan Bitton, Brian Gordon, Michal Sokolik, Nitzan Bitton Guetta, Almog Gueta, Royi Rassin, Itay Laish, Dani Lischinski, Idan Szpektor Title: RefVNLI: Towards Scalable Evaluation of Subject-driven Text-to-image Generation Arxiv: http://arxiv.org/abs/2504.17502v1 Abstract: Subject-driven text-to-image (T2I)

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25:08

Breaking the Modality Barrier: Universal Embedding...

Daily Paper Cast ·

2025/04/26

🤗 Upvotes: 28 | cs.CV Authors: Tiancheng Gu, Kaicheng Yang, Ziyong Feng, Xingjun Wang, Yanzhao Zhang, Dingkun Long, Yingda Chen, Weidong Cai, Jiankang Deng Title: Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs Arxiv: http://arxiv.org/abs/2504.17432v1 Abstract: The Contrastive Language-Image Pre-training (CLIP) framework has become a widely used

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20:43

DreamID: High-Fidelity and Fast diffusion-based Face...

Daily Paper Cast ·

2025/04/25

🤗 Upvotes: 39 | cs.CV, cs.AIAuthors: Fulong Ye, Miao Hua, Pengze Zhang, Xinghui Li, Qichao Sun, Songtao Zhao, Qian He, Xinglong Wu Title: DreamID: High-Fidelity and Fast diffusion-based Face Swapping via Triplet ID Group Learning Arxiv: http://arxiv.org/abs/2504.14509v2 Abstract: In this paper, we introduce DreamID, a diffusion-based face swapping model that achieves high

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25:48

Trillion 7B Technical Report

Daily Paper Cast ·

2025/04/25

🤗 Upvotes: 27 | cs.CL, cs.AI, cs.LG Authors: Sungjun Han, Juyoung Suk, Suyeong An, Hyungguk Kim, Kyuseok Kim, Wonsuk Yang, Seungtaek Choi, Jamin Shin Title: Trillion 7B Technical Report Arxiv: http://arxiv.org/abs/2504.15431v1 Abstract: We introduce Trillion-7B, the most token-efficient Korean-centric multilingual LLM available. Our novel Cross-lingual Document Attention (XLDA)

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23:09

Tina: Tiny Reasoning Models via LoRA

Daily Paper Cast ·

2025/04/25

🤗 Upvotes: 27 | cs.CL, cs.LG Authors: Shangshang Wang, Julian Asilis, Ömer Faruk Akgül, Enes Burak Bilgin, Ollie Liu, Willie Neiswanger Title: Tina: Tiny Reasoning Models via LoRA Arxiv: http://arxiv.org/abs/2504.15777v1 Abstract: How cost-effectively can strong reasoning abilities be achieved in language models? Driven by this fundamental question, we present Tina, a family of

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21:00

I-Con: A Unifying Framework for Representation Learning

Daily Paper Cast ·

2025/04/25

🤗 Upvotes: 24 | cs.LG, cs.AI, cs.CV, cs.IT, math.IT Authors: Shaden Alshammari, John Hershey, Axel Feldmann, William T. Freeman, Mark Hamilton Title: I-Con: A Unifying Framework for Representation Learning Arxiv: http://arxiv.org/abs/2504.16929v1 Abstract: As the field of representation learning grows, there has been a proliferation of different loss functions to solve different

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20:02

Kuwain 1.5B: An Arabic SLM via Language Injection

Daily Paper Cast ·

2025/04/24

🤗 Upvotes: 94 | cs.CL, cs.AIAuthors: Khalil Hennara, Sara Chrouf, Mohamed Motaism Hamed, Zeina Aldallal, Omar Hadid, Safwan AlModhayan Title: Kuwain 1.5B: An Arabic SLM via Language Injection Arxiv: http://arxiv.org/abs/2504.15120v1 Abstract: Enhancing existing models with new knowledge is a crucial aspect of AI development. This paper introduces a novel method for integrating

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25:07

TTRL: Test-Time Reinforcement Learning

Daily Paper Cast ·

2025/04/24

🤗 Upvotes: 60 | cs.CL, cs.LG Authors: Yuxin Zuo, Kaiyan Zhang, Shang Qu, Li Sheng, Xuekai Zhu, Biqing Qi, Youbang Sun, Ganqu Cui, Ning Ding, Bowen Zhou Title: TTRL: Test-Time Reinforcement Learning Arxiv: http://arxiv.org/abs/2504.16084v1 Abstract: This paper investigates Reinforcement Learning (RL) on data without explicit labels for reasoning tasks in Large Language Models

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1,967 results

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