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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

19:11

UniWorld: High-Resolution Semantic Encoders for...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 49 | cs.CV, cs.AI, cs.CL Authors: Bin Lin, Zongjian Li, Xinhua Cheng, Yuwei Niu, Yang Ye, Xianyi He, Shenghai Yuan, Wangbo Yu, Shaodong Wang, Yunyang Ge, Yatian Pang, Li Yuan Title: UniWorld: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation Arxiv: http://arxiv.org/abs/2506.03147v2 Abstract: Although existing unified models achieve

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18:18

SynthRL: Scaling Visual Reasoning with Verifiable...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 46 | cs.LG, cs.CL, cs.CV Authors: Zijian Wu, Jinjie Ni, Xiangyan Liu, Zichen Liu, Hang Yan, Michael Qizhe Shieh Title: SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Arxiv: http://arxiv.org/abs/2506.02096v1 Abstract: Vision-language models (VLMs) trained via reinforcement learning with verifiable reward (RLVR) have shown notable progress in scaling

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21:03

CSVQA: A Chinese Multimodal Benchmark for Evaluating...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 43 | cs.CV, cs.AI Authors: Ai Jian, Weijie Qiu, Xiaokun Wang, Peiyu Wang, Yunzhuo Hao, Jiangbo Pei, Yichen Wei, Yi Peng, Xuchen Song Title: CSVQA: A Chinese Multimodal Benchmark for Evaluating STEM Reasoning Capabilities of VLMs Arxiv: http://arxiv.org/abs/2505.24120v1 Abstract: Vision-Language Models (VLMs) have demonstrated remarkable progress in multimodal

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22:23

GUI-Actor: Coordinate-Free Visual Grounding for GUI...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 29 | cs.CL, cs.AI, cs.CV Authors: Qianhui Wu, Kanzhi Cheng, Rui Yang, Chaoyun Zhang, Jianwei Yang, Huiqiang Jiang, Jian Mu, Baolin Peng, Bo Qiao, Reuben Tan, Si Qin, Lars Liden, Qingwei Lin, Huan Zhang, Tong Zhang, Jianbing Zhang, Dongmei Zhang, Jianfeng Gao Title: GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents Arxiv: http://arxiv.org/abs/2506.03143v1 Abstract:

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22:17

Visual Embodied Brain: Let Multimodal Large Language...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 29 | cs.CV, cs.RO Authors: Gen Luo, Ganlin Yang, Ziyang Gong, Guanzhou Chen, Haonan Duan, Erfei Cui, Ronglei Tong, Zhi Hou, Tianyi Zhang, Zhe Chen, Shenglong Ye, Lewei Lu, Jingbo Wang, Wenhai Wang, Jifeng Dai, Yu Qiao, Rongrong Ji, Xizhou Zhu Title: Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces Arxiv: http://arxiv.org/abs/2506.00123v1

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24:28

OThink-R1: Intrinsic Fast/Slow Thinking Mode...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 28 | cs.AI Authors: Shengjia Zhang, Junjie Wu, Jiawei Chen, Changwang Zhang, Xingyu Lou, Wangchunshu Zhou, Sheng Zhou, Can Wang, Jun Wang Title: OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation Arxiv: http://arxiv.org/abs/2506.02397v1 Abstract: Recent advanced large reasoning models (LRMs) leverage extended chain-of-thought (CoT)

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22:08

Beyond the 80/20 Rule: High-Entropy Minority Tokens...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 99 | cs.CL, cs.AI, cs.LGAuthors: Shenzhi Wang, Le Yu, Chang Gao, Chujie Zheng, Shixuan Liu, Rui Lu, Kai Dang, Xionghui Chen, Jianxin Yang, Zhenru Zhang, Yuqiong Liu, An Yang, Andrew Zhao, Yang Yue, Shiji Song, Bowen Yu, Gao Huang, Junyang Lin Title: Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Arxiv:

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21:38

REASONING GYM: Reasoning Environments for...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 52 | cs.LG, cs.AI, cs.CL Authors: Zafir Stojanovski, Oliver Stanley, Joe Sharratt, Richard Jones, Abdulhakeem Adefioye, Jean Kaddour, Andreas Köpf Title: REASONING GYM: Reasoning Environments for Reinforcement Learning with Verifiable Rewards Arxiv: http://arxiv.org/abs/2505.24760v1 Abstract: We introduce Reasoning Gym (RG), a library of reasoning environments for

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21:06

SmolVLA: A Vision-Language-Action Model for...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 48 | cs.LG, cs.RO Authors: Mustafa Shukor, Dana Aubakirova, Francesco Capuano, Pepijn Kooijmans, Steven Palma, Adil Zouitine, Michel Aractingi, Caroline Pascal, Martino Russi, Andres Marafioti, Simon Alibert, Matthieu Cord, Thomas Wolf, Remi Cadene Title: SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics Arxiv: http://arxiv.org/abs/2506.01844v1

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20:20

Taming LLMs by Scaling Learning Rates with Gradient...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 33 | cs.LG, cs.AI Authors: Siyuan Li, Juanxi Tian, Zedong Wang, Xin Jin, Zicheng Liu, Wentao Zhang, Dan Xu Title: Taming LLMs by Scaling Learning Rates with Gradient Grouping Arxiv: http://arxiv.org/abs/2506.01049v1 Abstract: Training large language models (LLMs) poses challenges due to their massive scale and heterogeneous architectures. While adaptive optimizers

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23:45

ARIA: Training Language Agents with Intention-Driven...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 26 | cs.CL Authors: Ruihan Yang, Yikai Zhang, Aili Chen, Xintao Wang, Siyu Yuan, Jiangjie Chen, Deqing Yang, Yanghua Xiao Title: ARIA: Training Language Agents with Intention-Driven Reward Aggregation Arxiv: http://arxiv.org/abs/2506.00539v1 Abstract: Large language models (LLMs) have enabled agents to perform complex reasoning and decision-making through free-form

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20:03

Temporal In-Context Fine-Tuning for Versatile Control...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 24 | cs.CV Authors: Kinam Kim, Junha Hyung, Jaegul Choo Title: Temporal In-Context Fine-Tuning for Versatile Control of Video Diffusion Models Arxiv: http://arxiv.org/abs/2506.00996v1 Abstract: Recent advances in text-to-video diffusion models have enabled high-quality video synthesis, but controllable generation remains challenging, particularly under limited data

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19:27

LoHoVLA: A Unified Vision-Language-Action Model for...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 24 | cs.RO, cs.AI Authors: Yi Yang, Jiaxuan Sun, Siqi Kou, Yihan Wang, Zhijie Deng Title: LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Tasks Arxiv: http://arxiv.org/abs/2506.00411v1 Abstract: Real-world embodied agents face long-horizon tasks, characterized by high-level goals demanding multi-step solutions beyond single actions

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25:00

Jigsaw-R1: A Study of Rule-based Visual Reinforcement...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 24 | cs.CV, cs.AI, cs.CL Authors: Zifu Wang, Junyi Zhu, Bo Tang, Zhiyu Li, Feiyu Xiong, Jiaqian Yu, Matthew B. Blaschko Title: Jigsaw-R1: A Study of Rule-based Visual Reinforcement Learning with Jigsaw Puzzles Arxiv: http://arxiv.org/abs/2505.23590v2 Abstract: The application of rule-based reinforcement learning (RL) to multimodal large language models (MLLMs)

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22:06

ShapeLLM-Omni: A Native Multimodal LLM for 3D...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 23 | cs.CV Authors: Junliang Ye, Zhengyi Wang, Ruowen Zhao, Shenghao Xie, Jun Zhu Title: ShapeLLM-Omni: A Native Multimodal LLM for 3D Generation and Understanding Arxiv: http://arxiv.org/abs/2506.01853v1 Abstract: Recently, the powerful text-to-image capabilities of ChatGPT-4o have led to growing appreciation for native multimodal large language models. However, its

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20:39

SRPO: Enhancing Multimodal LLM Reasoning via...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 21 | cs.CL Authors: Zhongwei Wan, Zhihao Dou, Che Liu, Yu Zhang, Dongfei Cui, Qinjian Zhao, Hui Shen, Jing Xiong, Yi Xin, Yifan Jiang, Yangfan He, Mi Zhang, Shen Yan Title: SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning Arxiv: http://arxiv.org/abs/2506.01713v1 Abstract: Multimodal large language models (MLLMs) have shown promising

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21:28

ProRL: Prolonged Reinforcement Learning Expands...

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 83 | cs.CL, cs.AI Authors: Mingjie Liu, Shizhe Diao, Ximing Lu, Jian Hu, Xin Dong, Yejin Choi, Jan Kautz, Yi Dong Title: ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models Arxiv: http://arxiv.org/abs/2505.24864v1 Abstract: Recent advances in reasoning-centric language models have highlighted reinforcement learning (RL) as a

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20:57

AlphaOne: Reasoning Models Thinking Slow and Fast at...

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 63 | cs.CL Authors: Junyu Zhang, Runpei Dong, Han Wang, Xuying Ning, Haoran Geng, Peihao Li, Xialin He, Yutong Bai, Jitendra Malik, Saurabh Gupta, Huan Zhang Title: AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time Arxiv: http://arxiv.org/abs/2505.24863v1 Abstract: This paper presents AlphaOne ($\alpha$1), a universal framework for modulating reasoning

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22:28

Time Blindness: Why Video-Language Models Can't See...

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 59 | cs.CV, cs.AI Authors: Ujjwal Upadhyay, Mukul Ranjan, Zhiqiang Shen, Mohamed Elhoseiny Title: Time Blindness: Why Video-Language Models Can't See What Humans Can? Arxiv: http://arxiv.org/abs/2505.24867v1 Abstract: Recent advances in vision-language models (VLMs) have made impressive strides in understanding spatio-temporal relationships in videos. However, when

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21:40

HardTests: Synthesizing High-Quality Test Cases for...

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 37 | cs.CL Authors: Zhongmou He, Yee Man Choi, Kexun Zhang, Jiabao Ji, Junting Zhou, Dejia Xu, Ivan Bercovich, Aidan Zhang, Lei Li Title: HardTests: Synthesizing High-Quality Test Cases for LLM Coding Arxiv: http://arxiv.org/abs/2505.24098v1 Abstract: Verifiers play a crucial role in large language model (LLM) reasoning, needed by post-training techniques such as

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1,967 results

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