Daily Paper Cast

🤗 Upvotes: 115 | cs. SD, cs. AI, cs. CL, cs. MM, eess. AS Authors: Zhifei Xie, Kaiyu Pang, Haobin Zhang, Deheng Ye, Xiaobin Hu, Shuicheng Yan, Chunyan Miao Title: Mega-ASR: Towards In-the-wild^2 Speech Recognition via Scaling up Real-world Acoustic Simulation Arxiv: http://arxiv.org/abs/2605.19833v1 Abstract: Despite rapid advances in automatic speech recognition (ASR) and large audio-language mo...

🤗 Upvotes: 83 | cs. CV Authors: X. Feng, J. Zhu, M. Wu, C. Chen, F. Mao, H. Guo, J. Wu, X. Chu, K. Huang Title: Enhancing Train-Free Infinite-Frame Generation for Consistent Long Videos Arxiv: http://arxiv.org/abs/2605.18233v1 Abstract: Without incurring significant computational overhead, train-free long video generation aims to enable foundation video generation models to produce longer videos....

🤗 Upvotes: 43 | cs. CV Authors: Rongbin Tan, Fangfang Lin, Zhenlong Yuan, Min Qiu, Kejin Cui, Mengmeng Wang, Yi Wang, Zijian Song, Zhiyuan Wang, Jiyuan Wang, Yue Wang, Shuhan Song§, Huawei Cao Title: IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools Arxiv: http://arxiv.org/abs/2605.20682v1 Abstract: Multimodal large language models (MLLMs) have shown remarkab...

🤗 Upvotes: 89 | cs. CV, cs. SD Authors: Xiaofei Wen, Wenjie Jacky Mo, Xingyu Fu, Rui Cai, Tinghui Zhu, Wendi Li, Yanan Xie, Muhao Chen, Peng Qi Title: When Vision Speaks for Sound Arxiv: http://arxiv.org/abs/2605.16403v1 Abstract: Despite rapid progress in video-capable MLLMs, we find that their apparent audio understanding in videos is often vision-driven: models rely on visual cues to infer or...

🤗 Upvotes: 85 | cs. LG, cs. AI, cs. CL Authors: Jeremías Figueiredo Paschmann, Juan Kaplan, Francisco Nattero, Santiago Barron, Juan Wisznia, Luciano del Corro Title: Active Learners as Efficient PRP Rerankers Arxiv: http://arxiv.org/abs/2605.14236v2 Abstract: Pairwise Ranking Prompting (PRP) elicits pairwise preference judgments from an LLM, which are then aggregated into a ranking, usually via...

🤗 Upvotes: 71 | cs. LG, cs. AI, cs. CL Authors: Guobin Shen, Xiang Cheng, Chenxiao Zhao, Lei Huang, Jindong Li, Dongcheng Zhao, Xing Yu Title: Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information Arxiv: http://arxiv.org/abs/2605.11609v1 Abstract: On-policy self-distillation, where a student is pulled toward a copy of itself conditioned on privileged context (e.g., a verified s...

🤗 Upvotes: 53 | cs. AI Authors: Jiaqi Liu, Shi Qiu, Mairui Li, Bingzhou Li, Haonian Ji, Siwei Han, Xinyu Ye, Peng Xia, Zihan Dong, Congyu Zhang, Letian Zhang, Guiming Chen, Haoqin Tu, Xinyu Yang, Lu Feng, Xujiang Zhao, Haifeng Chen, Jiawei Zhou, Xiao Wang, Weitong Zhang, Hongtu Zhu, Yun Li, Jieru Mei, Hongliang Fei, Jiaheng Zhang, Linjie Li, Linjun Zhang, Yuyin Zhou, Sheng Wang, Caiming Xiong, Ja...

🤗 Upvotes: 52 | cs. AI, cs. SE Authors: Jinbiao Wei, Qianran Ma, Yilun Zhao, Xiao Zhou, Kangqi Ni, Guo Gan, Arman Cohan Title: OpenComputer: Verifiable Software Worlds for Computer-Use Agents Arxiv: http://arxiv.org/abs/2605.19769v1 Abstract: We present OpenComputer, a verifier-grounded framework for constructing verifiable software worlds for computer-use agents. OpenComputer integrates four com...

🤗 Upvotes: 51 | cs. CL Authors: Minxuan Lv, Tiehua Mei, Tanlong Du, Junmin Chen, Zhenpeng Su, Ziyang Chen, Ziqi Wang, Zhennan Wu, Ruotong Pan, jian Liang, Ruiming Tang, Han Li Title: GoLongRL: Capability-Oriented Long Context Reinforcement Learning with Multitask Alignment Arxiv: http://arxiv.org/abs/2605.19577v1 Abstract: We present GoLongRL, a fully open-source, capability-oriented post-trainin...

🤗 Upvotes: 46 | cs. CL, cs. AI, cs. LG Authors: Jinyuan Li, Langlin Huang, Chengsong Huang, Shaoyang Xu, Donghong Cai, Yuyi Yang, Wenxuan Zhang, Jiaxin Huang Title: Process Rewards with Learned Reliability Arxiv: http://arxiv.org/abs/2605.15529v1 Abstract: Process Reward Models (PRMs) provide step-level feedback for reasoning, but current PRMs usually output only a single reward score for each st...

🤗 Upvotes: 41 | cs. CL, cs. LG Authors: Minrui Xu, Zilin Wang, Mengyi DENG, Zhiwei Li, Zhicheng Yang, Xiao Zhu, Yinhong Liu, Boyu Zhu, Baiyu Huang, Chao Chen, Heyuan Deng, Fei Mi, Lifeng Shang, Xingshan Zeng, Zhijiang Guo Title: EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Arxiv: http://arxiv.org/abs/2605.18703v1 Abstract: Equipping LLMs with tool-use ca...

🤗 Upvotes: 31 | cs. CV Authors: Hongji Yang, Songlian Li, Yucheng Zhou, Xiaotong Zhao, Alan Zhao, Chengzhong Xu, Jianbing Shen Title: CogOmniControl: Reasoning-Driven Controllable Video Generation via Creative Intent Cognition Arxiv: http://arxiv.org/abs/2605.19995v1 Abstract: Recent diffusion models achieve strong photorealism and fluency in video generation, yet remain fragile under abstract, s...

🤗 Upvotes: 29 | cs. AI Authors: Hongjun Liu, Yifei Ming, Shafiq Joty, Chen Zhao Title: Harnessing LLM Agents with Skill Programs Arxiv: http://arxiv.org/abs/2605.17734v1 Abstract: Equipping LLM agents with reusable skills derived from past experience has become a popular and successful approach for tackling complex and long-horizon tasks. However, such lessons are often encoded as textual guidanc...

🤗 Upvotes: 149 | cs. CL, cs. AI Authors: Xuying Ning, Katherine Tieu, Dongqi Fu, Tianxin Wei, Zihao Li, Yuanchen Bei, Jiaru Zou, Mengting Ai, Zhining Liu, Ting-Wei Li, Lingjie Chen, Yanjun Zhao, Ke Yang, Bingxuan Li, Cheng Qian, Gaotang Li, Xiao Lin, Zhichen Zeng, Ruizhong Qiu, Sirui Chen, Yifan Sun, Xiyuan Yang, Ruida Wang, Rui Pan, Chenyuan Yang, Dylan Zhang, Liri Fang, Zikun Cui, Yang Cao, Pan...

🤗 Upvotes: 112 | cs. CL, cs. AI Authors: Hongyi Liu, Haoyan Yang, Tao Jiang, Bo Tang, Feiyu Xiong, Zhiyu Li Title: SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution Arxiv: http://arxiv.org/abs/2605.18401v1 Abstract: Long-horizon LLM agents leave traces that could become reusable experience, but raw trajectories are noisy and hard to govern. We treat Age...

🤗 Upvotes: 92 | cs. CV, cs. DC Authors: Yukang Chen, Luozhou Wang, Wei Huang, Shuai Yang, Bohan Zhang, Yicheng Xiao, Ruihang Chu, Weian Mao, Qixin Hu, Shaoteng Liu, Yuyang Zhao, Huizi Mao, Ying-Cong Chen, Enze Xie, Xiaojuan Qi, Song Han Title: LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation Arxiv: http://arxiv.org/abs/2605.18739v2 Abstract: We present LongLive-2.0, an NVF...

🤗 Upvotes: 62 | cs. CV, cs. AI Authors: Fengyi Fu, Mengqi Huang, Shaojin Wu, Yunsheng Jiang, Yufei Huo, Hao Li, Yinghang Song, Fei Ding, Jianzhu Guo, Qian He, Zheren Fu, Zhendong Mao, Yongdong Zhang Title: Lance: Unified Multimodal Modeling by Multi-Task Synergy Arxiv: http://arxiv.org/abs/2605.18678v1 Abstract: We present Lance, a lightweight native unified model supporting multimodal understand...

🤗 Upvotes: 56 | cs. AI Authors: Lingdong Kong, Xian Sun, Wei Chow, Linfeng Li, Kevin Qinghong Lin, Xuan Billy Zhang, Song Wang, Rong Li, Qing Wu, Wei Gao, Yingshuo Wang, Shaoyuan Xie, Jiachen Liu, Leigang Qu, Shijie Li, Lai Xing Ng, Benoit R. Cottereau, Ziwei Liu, Tat-Seng Chua, Wei Tsang Ooi Title: AI for Auto-Research: Roadmap & User Guide Arxiv: http://arxiv.org/abs/2605.18661v1 Abstract:...

🤗 Upvotes: 42 | cs. CL, cs. AI Authors: Haolin Chen, Deon Metelski, Leon Qi, Tao Xia, Joonyul Lee, Steve Brown, Kevin Riley, Frank Wang, T. Y. Alvin Liu, Hank Capps MD, Zeyu Tang, Xiangchen Song, Lingjing Kong, Fan Feng, Tianyi Zeng, Zhiwei Liu, Zixian Ma, Hang Jiang, Fangli Geng, Yuan Yuan, Chenyu You, Qingsong Wen, Hua Wei, Yanjie Fu, Yue Zhao, Carl Yang, Biwei Huang, Kun Zhang, Caiming Xiong,...

🤗 Upvotes: 36 | cs. CV Authors: Ruicheng Zhang, Kaixi Cong, Jun Zhou, Zhizhou Zhong, Zunnan Xu, Shuiyang Mao, Wei Liu, Xiu Li Title: KVPO: ODE-Native GRPO for Autoregressive Video Alignment via KV Semantic Exploration Arxiv: http://arxiv.org/abs/2605.14278v1 Abstract: Aligning streaming autoregressive (AR) video generators with human preferences is challenging. Existing reinforcement learning met...

🤗 Upvotes: 164 | cs. CL, cs. CV Authors: Dongsheng Ma, Jiayu Li, Zhengren Wang, Yijie Wang, Jiahao Kong, Weijun Zeng, Jutao Xiao, Jie Yang, Wentao Zhang, Bin Wang, Conghui He Title: CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence Arxiv: http://arxiv.org/abs/2605.12882v1 Abstract: Multimodal Large Language Models (MLLMs) have significantly advanced document underst...

🤗 Upvotes: 131 | cs. RO, cs. AI, cs. CL, cs. CV Authors: Shijie Lian, Bin Yu, Xiaopeng Lin, Changti Wu, Hang Yuan, Xiaolin Hu, Zhaolong Shen, Yuzhuo Miao, Haishan Liu, Yuxuan Tian, Yukun Shi, Cong Huang, Kai Chen Title: PhysBrain 1.0 Technical Report Arxiv: http://arxiv.org/abs/2605.15298v1 Abstract: Vision-language-action models have advanced rapidly, but robot trajectories alone provide limited...

🤗 Upvotes: 104 | cs. AI Authors: Kangning Zhang, Shuai Shao, Qingyao Li, Jianghao Lin, Lingyue Fu, Shijian Wang, Wenxiang Jiao, Yuan Lu, Weiwen Liu, Weinan Zhang, Yong Yu Title: MMSkills: Towards Multimodal Skills for General Visual Agents Arxiv: http://arxiv.org/abs/2605.13527v2 Abstract: Reusable skills have become a core substrate for improving agent capabilities, yet most existing skill packa...

🤗 Upvotes: 47 | cs. RO Authors: Hanwen Wang, Weizhi Zhao, Xiangyu Wang, Siyuan Huang, He Lin, Boyuan Zheng, Rongtao Xu, Gang Wang, Yao Mu, He Wang, Lue Fan, Hongsheng Li, Zhaoxiang Zhang, Tieniu Tan Title: DexJoCo: A Benchmark and Toolkit for Task-Oriented Dexterous Manipulation on MuJoCo Arxiv: http://arxiv.org/abs/2605.16257v1 Abstract: Achieving human-level manipulation requires dexterous robo...

🤗 Upvotes: 34 | cs. AI Authors: Taewon Yun, Jisu Shin, Jeonghwan Choi, Seunghwan Bang, Hwanjun Song Title: Distilling Long-CoT Reasoning through Collaborative Step-wise Multi-Teacher Decoding Arxiv: http://arxiv.org/abs/2605.02290v1 Abstract: Distilling large reasoning models is essential for making Long-CoT reasoning practical, as full-scale inference remains computationally prohibitive. Existin...