Daily Paper Cast

🤗 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...

🤗 Upvotes: 31 | cs. CV Authors: Yang Yue, Fangyun Wei, Tianyu He, Jinjing Zhao, Zanlin Ni, Zeyu Liu, Jiayi Guo, Lei Shi, Yue Dong, Li Chen, Ji Li, Gao Huang, Dong Chen Title: InsightTok: Improving Text and Face Fidelity in Discrete Tokenization for Autoregressive Image Generation Arxiv: http://arxiv.org/abs/2605.14333v1 Abstract: Text and faces are among the most perceptually salient and practica...

🤗 Upvotes: 29 | cs. CV Authors: Xiaoxuan He, Siming Fu, Zeyue Xue, Weijie Wang, Ruizhe He, Yuming Li, Dacheng Yin, Shuai Dong, Haoyang Huang, Hongfa Wang, Nan Duan, Bohan Zhuang Title: Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Arxiv: http://arxiv.org/abs/2605.15980v1 Abstract: Group Relative Policy Optimization has emerged as essential for aligning video...

🤗 Upvotes: 28 | cs. AI, cs. CL Authors: Chanuk Lee, Sangwoo Park, Minki Kang, Sung Ju Hwang Title: Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR Arxiv: http://arxiv.org/abs/2605.15726v1 Abstract: Reinforcement learning with verifiable rewards (RLVR) has emerged as a scalable paradigm for improving the reasoning capabilities of large language models. However, its...

🤗 Upvotes: 129 | cs. AI, cs. CL Authors: Yafu Li, Runzhe Zhan, Haoran Zhang, Shunkai Zhang, Yizhuo Li, Zhilin Wang, Jiacheng Chen, Futing Wang, Xuyang Hu, Yuchen Fan, Bangjie Xu, Yucheng Su, Xinmiao Han, Chenxi Li, Haodi Lei, Yufeng Zhao, Zejin Lin, Qianjia Cheng, Tong Zhu, Xiaoye Qu, Ganqu Cui, Peng Ye, Yun Luo, Zhouchen Lin, Yu Qiao, Bowen Zhou, Ning Ding, Yu Cheng Title: Achieving Gold-Medal-L...

🤗 Upvotes: 76 | cs. CV Authors: Min Zhao, Hongzhou Zhu, Kaiwen Zheng, Zihan Zhou, Bokai Yan, Xinyuan Li, Xiao Yang, Chongxuan Li, Jun Zhu Title: Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation Arxiv: http://arxiv.org/abs/2605.15141v1 Abstract: Real-time interactive video generation requires low-latency, streaming, and controllab...

🤗 Upvotes: 67 | cs. LG, cs. AI, cs. CL Authors: Zhengxi Lu, Zhiyuan Yao, Zhuowen Han, Zi-Han Wang, Jinyang Wu, Qi Gu, Xunliang Cai, Weiming Lu, Jun Xiao, Yueting Zhuang, Yongliang Shen Title: Self-Distilled Agentic Reinforcement Learning Arxiv: http://arxiv.org/abs/2605.15155v1 Abstract: Reinforcement learning (RL) has emerged as a central paradigm for post-training LLM agents, yet its trajectory...

🤗 Upvotes: 62 | cs. CV Authors: Xiyu Ren, Zhaowei Wang, Yiming Du, Zhongwei Xie, Chi Liu, Xinlin Yang, Haoyue Feng, Wenjun Pan, Tianshi Zheng, Baixuan Xu, Zhengnan Li, Yangqiu Song, Ginny Wong, Simon See Title: MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models Arxiv: http://arxiv.org/abs/2605.14906v1 Abstract: Memory is essential for large vision-language models (L...

🤗 Upvotes: 53 | cs. CV Authors: Haoyi Zhu, Haozhe Liu, Yuyang Zhao, Tian Ye, Junsong Chen, Jincheng Yu, Tong He, Song Han, Enze Xie Title: SANA-WM: Efficient Minute-Scale World Modeling with Hybrid Linear Diffusion Transformer Arxiv: http://arxiv.org/abs/2605.15178v1 Abstract: We introduce SANA-WM, an efficient 2.6B-parameter open-source world model natively trained for one-minute generation, syn...

🤗 Upvotes: 47 | cs. CV, cs. CL, cs. IR Authors: Minghao Guo, Qingyue Jiao, Zeru Shi, Yihao Quan, Boxuan Zhang, Danrui Li, Liwei Che, Wujiang Xu, Shilong Liu, Zirui Liu, Mubbasir Kapadia, Vladimir Pavlovic, Jiang Liu, Mengdi Wang, Yiyu Shi, Dimitris N. Metaxas, Ruixiang Tang Title: MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Arxiv: http://arxiv.org/abs/2605.15128v1 Ab...

🤗 Upvotes: 44 | cs. NE, cs. AI Authors: Taebong Kim, Youngsik Hong, Minsik Kim, Sunyoung Choi, Jaewon Jang, Junghoon Shin, Minseo Kim Title: Darwin Family: MRI-Trust-Weighted Evolutionary Merging for Training-Free Scaling of Language-Model Reasoning Arxiv: http://arxiv.org/abs/2605.14386v1 Abstract: We present Darwin Family, a framework for training-free evolutionary merging of large language mod...

🤗 Upvotes: 41 | cs. AI Authors: Shihao Qi, Jie Ma, Rui Xing, Wei Guo, Xiao Huang, Zhitao Gao, Jianhao Deng, Jun Liu, Lingling Zhang, Bifan Wei, Boqian Yang, Pinghui Wang, Jianwen Sun, Jing Tao, Yaqiang Wu, Hui Liu, Yu Yao, Tongliang Liu Title: Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Arxiv: http://arxiv.org/a...

🤗 Upvotes: 37 | cs. CL Authors: Hanxiang Chao, Yihan Bai, Rui Sheng, Tianle Li, Yushi Sun Title: STALE: Can LLM Agents Know When Their Memories Are No Longer Valid? Arxiv: http://arxiv.org/abs/2605.06527v1 Abstract: Large Language Model (LLM) agents are increasingly expected to maintain coherent, long-term personalized memory, yet current benchmarks primarily measure static fact retrieval, overlo...

🤗 Upvotes: 36 | cs. CL Authors: Shuangrui Ding, Xuanlang Dai, Long Xing, Shengyuan Ding, Ziyu Liu, Yang JingYi, Penghui Yang, Zhixiong Zhang, Xilin Wei, Xinyu Fang, Yubo Ma, Haodong Duan, Jing Shao, Jiaqi Wang, Dahua Lin, Kai Chen, Yuhang Zang Title: WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation Arxiv: http://arxiv.org/abs/2605.10912v1 Abstract: Large language and visio...