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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:

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All Episodes

23:44

Scaling Reasoning, Losing Control: Evaluating...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 49 | cs.CL, cs.AI Authors: Tingchen Fu, Jiawei Gu, Yafu Li, Xiaoye Qu, Yu Cheng Title: Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models Arxiv: http://arxiv.org/abs/2505.14810v1 Abstract: Instruction-following is essential for aligning large language models (LLMs) with user intent. While recent reasoning-oriented models

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21:53

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 43 | cs.CL, cs.AI, cs.LG Authors: Guanting Dong, Yifei Chen, Xiaoxi Li, Jiajie Jin, Hongjin Qian, Yutao Zhu, Hangyu Mao, Guorui Zhou, Zhicheng Dou, Ji-Rong Wen Title: Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Arxiv: http://arxiv.org/abs/2505.16410v1 Abstract: Recently, large language models (LLMs) have shown remarkable reasoning

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17:51

Pixel Reasoner: Incentivizing Pixel-Space Reasoning...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 37 | cs.CV, cs.AI, cs.CL Authors: Alex Su, Haozhe Wang, Weimin Ren, Fangzhen Lin, Wenhu Chen Title: Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning Arxiv: http://arxiv.org/abs/2505.15966v1 Abstract: Chain-of-thought reasoning has significantly improved the performance of Large Language Models (LLMs) across various

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20:54

KRIS-Bench: Benchmarking Next-Level Intelligent Image...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 36 | cs.CV Authors: Yongliang Wu, Zonghui Li, Xinting Hu, Xinyu Ye, Xianfang Zeng, Gang Yu, Wenbo Zhu, Bernt Schiele, Ming-Hsuan Yang, Xu Yang Title: KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Arxiv: http://arxiv.org/abs/2505.16707v1 Abstract: Recent advances in multi-modal generative models have enabled significant progress in

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19:40

QuickVideo: Real-Time Long Video Understanding with...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 31 | cs.CV, cs.AI Authors: Benjamin Schneider, Dongfu Jiang, Chao Du, Tianyu Pang, Wenhu Chen Title: QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design Arxiv: http://arxiv.org/abs/2505.16175v1 Abstract: Long-video understanding has emerged as a crucial capability in real-world applications such as video surveillance, meeting summarization,

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25:23

GoT-R1: Unleashing Reasoning Capability of MLLM for...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 23 | cs.CV, cs.AI, cs.CL, cs.LG, cs.MM Authors: Chengqi Duan, Rongyao Fang, Yuqing Wang, Kun Wang, Linjiang Huang, Xingyu Zeng, Hongsheng Li, Xihui Liu Title: GoT-R1: Unleashing Reasoning Capability of MLLM for Visual Generation with Reinforcement Learning Arxiv: http://arxiv.org/abs/2505.17022v1 Abstract: Visual generation models have made remarkable progress in

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20:15

LLaDA-V: Large Language Diffusion Models with Visual...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 22 | cs.LG, cs.CL, cs.CV Authors: Zebin You, Shen Nie, Xiaolu Zhang, Jun Hu, Jun Zhou, Zhiwu Lu, Ji-Rong Wen, Chongxuan Li Title: LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning Arxiv: http://arxiv.org/abs/2505.16933v1 Abstract: In this work, we introduce LLaDA-V, a purely diffusion-based Multimodal Large Language Model (MLLM) that integrates

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22:53

Scaling Diffusion Transformers Efficiently via $μ$P

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 21 | cs.LG, cs.AI, cs.CV Authors: Chenyu Zheng, Xinyu Zhang, Rongzhen Wang, Wei Huang, Zhi Tian, Weilin Huang, Jun Zhu, Chongxuan Li Title: Scaling Diffusion Transformers Efficiently via $μ$P Arxiv: http://arxiv.org/abs/2505.15270v1 Abstract: Diffusion Transformers have emerged as the foundation for vision generative models, but their scalability is limited by the

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22:49

Web-Shepherd: Advancing PRMs for Reinforcing Web Agents

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 80 | cs.CLAuthors: Hyungjoo Chae, Sunghwan Kim, Junhee Cho, Seungone Kim, Seungjun Moon, Gyeom Hwangbo, Dongha Lim, Minjin Kim, Yeonjun Hwang, Minju Gwak, Dongwook Choi, Minseok Kang, Gwanhoon Im, ByeongUng Cho, Hyojun Kim, Jun Hee Han, Taeyoon Kwon, Minju Kim, Beong-woo Kwak, Dongjin Kang, Jinyoung Yeo Title: Web-Shepherd: Advancing PRMs for Reinforcing Web Agents Arxiv:

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21:00

MMaDA: Multimodal Large Diffusion Language Models

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 56 | cs.CV Authors: Ling Yang, Ye Tian, Bowen Li, Xinchen Zhang, Ke Shen, Yunhai Tong, Mengdi Wang Title: MMaDA: Multimodal Large Diffusion Language Models Arxiv: http://arxiv.org/abs/2505.15809v1 Abstract: We introduce MMaDA, a novel class of multimodal diffusion foundation models designed to achieve superior performance across diverse domains such as textual

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19:44

Scaling Law for Quantization-Aware Training

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 56 | cs.LG, cs.CL Authors: Mengzhao Chen, Chaoyi Zhang, Jing Liu, Yutao Zeng, Zeyue Xue, Zhiheng Liu, Yunshui Li, Jin Ma, Jie Huang, Xun Zhou, Ping Luo Title: Scaling Law for Quantization-Aware Training Arxiv: http://arxiv.org/abs/2505.14302v1 Abstract: Large language models (LLMs) demand substantial computational and memory resources, creating deployment challenges

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18:15

UniVG-R1: Reasoning Guided Universal Visual Grounding...

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 43 | cs.CV Authors: Sule Bai, Mingxing Li, Yong Liu, Jing Tang, Haoji Zhang, Lei Sun, Xiangxiang Chu, Yansong Tang Title: UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning Arxiv: http://arxiv.org/abs/2505.14231v1 Abstract: Traditional visual grounding methods primarily focus on single-image scenarios with simple textual references

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20:47

Diffusion vs. Autoregressive Language Models: A Text...

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 41 | cs.CL Authors: Siyue Zhang, Yilun Zhao, Liyuan Geng, Arman Cohan, Anh Tuan Luu, Chen Zhao Title: Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective Arxiv: http://arxiv.org/abs/2505.15045v1 Abstract: Large language model (LLM)-based embedding models, benefiting from large scale pre-training and post-training, have begun to surpass BERT and

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23:07

Efficient Agent Training for Computer Use

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 32 | cs.AI, cs.CL, cs.LG Authors: Yanheng He, Jiahe Jin, Pengfei Liu Title: Efficient Agent Training for Computer Use Arxiv: http://arxiv.org/abs/2505.13909v1 Abstract: Scaling up high-quality trajectory data has long been a critical bottleneck for developing human-like computer use agents. We introduce PC Agent-E, an efficient agent training framework that

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22:05

This Time is Different: An Observability Perspective...

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 28 | cs.LG, cs.AI Authors: Ben Cohen, Emaad Khwaja, Youssef Doubli, Salahidine Lemaachi, Chris Lettieri, Charles Masson, Hugo Miccinilli, Elise Ramé, Qiqi Ren, Afshin Rostamizadeh, Jean Ogier du Terrail, Anna-Monica Toon, Kan Wang, Stephan Xie, David Asker, Ameet Talwalkar, Othmane Abou-Amal Title: This Time is Different: An Observability Perspective on Time Series Foundation Models Arxiv:

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17:46

Learn to Reason Efficiently with Adaptive...

Daily Paper Cast ·

2025/05/23

🤗 Upvotes: 24 | cs.CL, cs.AI, cs.LG Authors: Wei Liu, Ruochen Zhou, Yiyun Deng, Yuzhen Huang, Junteng Liu, Yuntian Deng, Yizhe Zhang, Junxian He Title: Learn to Reason Efficiently with Adaptive Length-based Reward Shaping Arxiv: http://arxiv.org/abs/2505.15612v1 Abstract: Large Reasoning Models (LRMs) have shown remarkable capabilities in solving complex problems through

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22:46

Emerging Properties in Unified Multimodal Pretraining

Daily Paper Cast ·

2025/05/22

🤗 Upvotes: 87 | cs.CVAuthors: Chaorui Deng, Deyao Zhu, Kunchang Li, Chenhui Gou, Feng Li, Zeyu Wang, Shu Zhong, Weihao Yu, Xiaonan Nie, Ziang Song, Guang Shi, Haoqi Fan Title: Emerging Properties in Unified Multimodal Pretraining Arxiv: http://arxiv.org/abs/2505.14683v1 Abstract: Unifying multimodal understanding and generation has shown impressive capabilities in cutting-edge

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21:11

SageAttention3: Microscaling FP4 Attention for...

Daily Paper Cast ·

2025/05/22

🤗 Upvotes: 48 | cs.LG, cs.AI, cs.AR, cs.CV, cs.PF Authors: Jintao Zhang, Jia Wei, Pengle Zhang, Xiaoming Xu, Haofeng Huang, Haoxu Wang, Kai Jiang, Jun Zhu, Jianfei Chen Title: SageAttention3: Microscaling FP4 Attention for Inference and An Exploration of 8-Bit Training Arxiv: http://arxiv.org/abs/2505.11594v1 Abstract: The efficiency of attention is important due to its

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21:59

Optimizing Anytime Reasoning via Budget Relative...

Daily Paper Cast ·

2025/05/22

🤗 Upvotes: 30 | cs.LG, cs.AI, cs.CL Authors: Penghui Qi, Zichen Liu, Tianyu Pang, Chao Du, Wee Sun Lee, Min Lin Title: Optimizing Anytime Reasoning via Budget Relative Policy Optimization Arxiv: http://arxiv.org/abs/2505.13438v1 Abstract: Scaling test-time compute is crucial for enhancing the reasoning capabilities of large language models (LLMs). Existing approaches typically

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20:39

VisualQuality-R1: Reasoning-Induced Image Quality...

Daily Paper Cast ·

2025/05/22

🤗 Upvotes: 28 | cs.CV Authors: Tianhe Wu, Jian Zou, Jie Liang, Lei Zhang, Kede Ma Title: VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank Arxiv: http://arxiv.org/abs/2505.14460v1 Abstract: DeepSeek-R1 has demonstrated remarkable effectiveness in incentivizing reasoning and generalization capabilities of large language models (LLMs)

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2,195 results

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