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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

21:25

The Mirage of Optimizing Training Policies: Monotonic...

Daily Paper Cast ·

2026/07/07

🤗 Upvotes: 144 | cs.LG Authors: Jing Liang, Hongyao Tang, Yi Ma, Yancheng He, Weixun Wang, Xiaoyang Li, Ju Huang, Wenbo Su, Jinyi Liu, Yan Zheng, Jianye Hao, Bo Zheng Title: The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Arxiv: http://arxiv.org/abs/2606.29526v1 Abstract: Reinforcement learning (RL)

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22:30

Embodied.cpp: A Portable Inference Runtime of...

Daily Paper Cast ·

2026/07/07

🤗 Upvotes: 41 | cs.RO, cs.CV, cs.OS Authors: Ling Xu, Chuyu Han, Borui Li, Hao Wu, Shiqi Jiang, Ting Cao, Chuanyou Li, Sheng Zhong, Shuai Wang Title: Embodied.cpp: A Portable Inference Runtime of Embodied AI Models on Heterogeneous Robots Arxiv: http://arxiv.org/abs/2607.02501v2 Abstract: Embodied AI models now span vision-language-action (VLA) models and world-action models

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23:07

OrbitQuant: Data-Agnostic Quantization for Image and...

Daily Paper Cast ·

2026/07/07

🤗 Upvotes: 28 | cs.CV, cs.AI, cs.LG Authors: Donghyun Lee, Jitesh Chavan, Duy Nguyen, Sam Huang, Liming Jiang, Priyadarshini Panda, Timo Mertens, Saurabh Shukla Title: OrbitQuant: Data-Agnostic Quantization for Image and Video Diffusion Transformers Arxiv: http://arxiv.org/abs/2607.02461v1 Abstract: Diffusion transformers (DiTs) achieve state-of-the-art image and video

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20:29

VLA-Corrector: Lightweight Detect-and-Correct...

Daily Paper Cast ·

2026/07/07

🤗 Upvotes: 23 | cs.RO Authors: Yi Pan, Miao Pan, Qi Lu, Jiaming Huang, Man Zhang, Siteng Huang, Xin Li, Jie Zhang, Yongliang Shen, Xuhong Zhang, Wenqi Zhang Title: VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon Arxiv: http://arxiv.org/abs/2607.01804v1 Abstract: Vision-Language-Action (VLA) foundation models have recently achieved strong

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22:35

DataComp-VLM: Improved Open Datasets for...

Daily Paper Cast ·

2026/07/07

🤗 Upvotes: 21 | cs.CV, cs.CL, cs.LG Authors: Matteo Farina, Vishaal Udandarao, Thao Nguyen, Selim Kuzucu, Maximilian Böther, Andreas Hochlehnert, Adhiraj Ghosh, Marianna Nezhurina, Karsten Roth, Joschka Struber, Yuhui Zhang, Sebastian Dziadzio, Elaine Sui, Soumya Jahagirdar, Dhruba Ghosh, Hasan Hammoud, Thomas De Min, Simone Caldarella, Jehanzeb Mirza, Sedrick Keh, Mehdi Cherti, Hilde Kuehne, Bernt Schiele, Serena Yeung-Levy, Muhammad Ferjad Naeem,

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24:26

Program-as-Weights: A Programming Paradigm for Fuzzy...

Daily Paper Cast ·

2026/07/04

🤗 Upvotes: 58 | cs.LG, cs.AI, cs.CL Authors: Wentao Zhang, Liliana Hotsko, Woojeong Kim, Pengyu Nie, Stuart Shieber, Yuntian Deng Title: Program-as-Weights: A Programming Paradigm for Fuzzy Functions Arxiv: http://arxiv.org/abs/2607.02512v1 Abstract: Many everyday programming tasks resist clean rule-based implementation, such as alerting on important log lines, repairing

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23:30

AgenticSTS: A Bounded-Memory Testbed for Long-Horizon...

Daily Paper Cast ·

2026/07/04

🤗 Upvotes: 41 | cs.AI, cs.CL Authors: Xiangchen Cheng, Yunwei Jiang, Jianwen Sun, Zizhen Li, Chuanhao Li, Xiangcheng Cao, Yihao Liu, Fanrui Zhang, Li Jin, Kaipeng Zhang Title: AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents Arxiv: http://arxiv.org/abs/2607.02255v1 Abstract: Memory for a long-horizon LLM agent is a contract about what each future decision is

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23:06

EvoPolicyGym: Evaluating Autonomous Policy Evolution...

Daily Paper Cast ·

2026/07/04

🤗 Upvotes: 40 | cs.AI, cs.CL Authors: Zhilin Wang, Han Song, Runzhe Zhan, Jusen Du, Jiacheng Chen, Tianle Li, Qingyu Yin, Yulun Wu, Zhennan Shen, Tong Zhu, Yanshu Li, Guanjie Chen, Derek F. Wong, Yafu Li, Yu Cheng, Yang Yang Title: EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments Arxiv: http://arxiv.org/abs/2607.02440v1 Abstract: Autonomous agents

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24:47

Morphing into Hybrid Attention Models

Daily Paper Cast ·

2026/07/04

🤗 Upvotes: 32 | cs.CL Authors: Disen Lan, Jianbin Zheng, Yuxi Ren, Xin Xia, Xuanda Wang, Xuefeng Xiao, Xipeng Qiu, Yu Cheng Title: Morphing into Hybrid Attention Models Arxiv: http://arxiv.org/abs/2606.30562v1 Abstract: Hybrid attention models improve long-context efficiency by retaining only a subset of full-attention layers and replacing the remaining layers with linear

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21:38

AgenticDataBench: A Comprehensive Benchmark for Data...

Daily Paper Cast ·

2026/07/04

🤗 Upvotes: 23 | cs.DB, cs.AI, cs.CL, cs.LG Authors: Zhaoyan Sun, Shan Zhong, Daizhou Wen, Jiaxing Han, Guoliang Li, Ying Yan, Peng Zhang, Yu Su, Xiang Qi, Baolin Sun, Chengyuan Yang, Tao Fang, Huaiyu Ruan Title: AgenticDataBench: A Comprehensive Benchmark for Data Agents Arxiv: http://arxiv.org/abs/2607.01647v1 Abstract: Data science aims to derive actionable insights from

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22:29

Multi-Resolution Flow Matching: Training-Free...

Daily Paper Cast ·

2026/07/04

🤗 Upvotes: 22 | cs.CV Authors: Xingyu Zheng, Xianglong Liu, Yifu Ding, Weilun Feng, Junqing Lin, Jinyang Guo, Haotong Qin Title: Multi-Resolution Flow Matching: Training-Free Diffusion Acceleration via Staged Sampling Arxiv: http://arxiv.org/abs/2607.01642v1 Abstract: Hardware-agnostic strategies for accelerating text-to-image diffusion, such as timestep distillation and feature

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21:58

PerceptionRubrics: Calibrating Multimodal Evaluation...

Daily Paper Cast ·

2026/07/03

🤗 Upvotes: 35 | cs.CV Authors: Yana Wei, Hongbo Peng, Yanlin Lai, Liang Zhao, Kangheng Lin, En Yu, Keyu Lv, Han Zhou, Yin Tang, Haodong Li, Mitt Huang, Hangyu Guo, Jianjian Sun, Zheng Ge, Xiangyu Zhang, Daxin Jiang, Vishal M. Patel Title: PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception Arxiv: http://arxiv.org/abs/2606.28322v2 Abstract: We introduce

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24:33

Orca: The World is in Your Mind

Daily Paper Cast ·

2026/07/02

🤗 Upvotes: 185 | cs.CV Authors: Yihao Wang, Yuheng Ji, Mingyu Cao, Yanqing Shen, Runze Xiao, Huaihai Lyu, Senwei Xie, Euan Liu, Klara Tian, Tianfeng Long, Yichi Zhang, Zhengliang Cai, Ruike Chen, Jifan Zhao, Ruochuan Shi, Zihan Tang, Jing Lyu, Wenxing Tan, Ningbo Zhang, Yangtao Hu, Yuming Gao, Xiansheng Chen, Junkai Zhao, Congsheng Xu, Boan Zhu, Ziqi Wang, Yupu Feng, Qiongqiong Zhang, Yingli Zhao, Yulong Ao, Shaoxuan Xie, You Liu, Guocai Yao, Leiduo

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24:12

Dockerless: Environment-Free Program Verifier for...

Daily Paper Cast ·

2026/07/02

🤗 Upvotes: 90 | cs.SE, cs.AI Authors: Wenhao Zeng, Yuling Shi, Xiaodong Gu, Chao Hu, Chaofan Wang, Yuhao Cui, Hongting Zhou, Mengnan Qi, Jianqiao Wangni, Zhaojian Yu, Shuzheng Gao, Kai Cai, Shilin He Title: Dockerless: Environment-Free Program Verifier for Coding Agents Arxiv: http://arxiv.org/abs/2606.28436v1 Abstract: Program verifiers play a central role in training coding

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25:26

DOPD: Dual On-policy Distillation

Daily Paper Cast ·

2026/07/02

🤗 Upvotes: 80 | cs.AI Authors: Xinlei Yu, Gen Li, Qingyi Si, Guibin Zhang, Yuqi Xu, Congcong Wang, Shuai Dong, Kaiwen Tuo, Xiangyu Zeng, Kaituo Feng, Qunzhong Wang, Yang Shi, Xiaobin Hu, Xiangyu Yue, Jiaqi Wang, Shuicheng Yan Title: DOPD: Dual On-policy Distillation Arxiv: http://arxiv.org/abs/2606.30626v1 Abstract: On-policy distillation (OPD) offers superior capacity transfer

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21:01

Does VLA Even Know the Basics? Measuring Commonsense...

Daily Paper Cast ·

2026/07/02

🤗 Upvotes: 41 | cs.LG, cs.RO Authors: Nikita Kachaev, Andrey Moskalenko, Matvey Skripkin, Nikita Kurlaev, Daria Pugacheva, Albina Burlova, Mikhail Kolosov, Denis Shepelev, Andrey Kuznetsov, Elena Tutubalina, Aleksandr I. Panov, Alexey K. Kovalev, Vlad Shakhuro Title: Does VLA Even Know the Basics? Measuring Commonsense and World Knowledge Retention in Vision-Language-Action Models Arxiv:

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23:55

Scenes as Objects, Not Primitives:...

Daily Paper Cast ·

2026/07/02

🤗 Upvotes: 36 | cs.CV, cs.GR Authors: Mijin Yoo, In Cho, Subin Jeon, Jiwoo Lee, Eunbyung Park, Seon Joo Kim Title: Scenes as Objects, Not Primitives: Instance-Structured 3D Tokenization from Unposed Views Arxiv: http://arxiv.org/abs/2606.29513v1 Abstract: A 3D scene is understood through its objects, not the primitives that compose them. Yet feed-forward reconstruction methods

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26:30

GEAR: Guided End-to-End AutoRegression for Image...

Daily Paper Cast ·

2026/07/02

🤗 Upvotes: 28 | cs.CV Authors: Bin Lin, Zheyuan Liu, Chenguo Lin, Sixiang Chen, Yunyang Ge, Yunlong Lin, Jianwei Zhang, Miles Yang, Zhao Zhong, Liefeng Bo, Li Yuan Title: GEAR: Guided End-to-End AutoRegression for Image Synthesis Arxiv: http://arxiv.org/abs/2606.32039v1 Abstract: Visual generative models are typically trained in two stages. A tokenizer is first trained for

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23:52

Multi-Block Diffusion Language Models

Daily Paper Cast ·

2026/07/02

🤗 Upvotes: 23 | cs.LG, cs.CL Authors: Yijie Jin, Jiajun Xu, Yuxuan Liu, Chenkai Xu, Yi Tu, Jiajun Li, Dandan Tu, Xiaohui Yan, Kai Yu, Pengfei Liu, Zhijie Deng Title: Multi-Block Diffusion Language Models Arxiv: http://arxiv.org/abs/2606.29215v2 Abstract: Block Diffusion Language Models (BD-LMs) improve diffusion-based text generation with KV caching and flexible-length

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24:13

Agentic Abstention: Do Agents Know When to Stop...

Daily Paper Cast ·

2026/07/01

🤗 Upvotes: 124 | cs.AI Authors: Han Luo, Bingbing Wen, Lucy Lu Wang Title: Agentic Abstention: Do Agents Know When to Stop Instead of Act? Arxiv: http://arxiv.org/abs/2606.28733v1 Abstract: LLM agents are expected to act over multiple turns, using search, browsing interfaces, and terminal tools to complete user goals. Yet not every goal is well specified or achievable in the

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2,187 results

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