Daily Paper Cast

🤗 Upvotes: 62 | cs. CV, cs. AI Authors: Haodong Li, Tianfei Ren, Xiaoxiao Ma, Chunmei Qing, Zhen Fang, Sipeng He, Ziyu Guo, Haoyu Wu, Juanxi Tian, Yihang Zou, Ruichuan An, Dongzhi Jiang, Boxue Yang, Ji Xie, Xu Huang, Wenhao Yan, Jialv Zou, Zhengrong Yue, Yaxin Luo, Xiaotong Li, Yuzhu Wang, Junyan Ye, Jinjing Zhao, Zehui Chen, Lin Chen, Renye Yan, Feng Zhao, Pheng-Ann Heng Title: VideoCoCo: Code-a...

🤗 Upvotes: 48 | cs. CL Authors: Rubin Wei, Jiaqi Cao, Jiarui Wang, Junming Zhang, Qipeng Guo, Bowen Zhou, Zhouhan Lin Title: Memory Decoder at Scale: A Pretrained, Parametric Long-Term Memory Arxiv: http://arxiv.org/abs/2607.27919v1 Abstract: Decoder-only language models entangle long-term memory and reasoning in a single parameter set, making it difficult to scale memory capacity independently....

🤗 Upvotes: 45 | cs. CV Authors: Qixun Wang, Yang Shi, Letian Cheng, Zhuoran Zhang, Yan He, Yuqi Tang, Qi Zhang, Xinlei Yu, Ruizhe Chen, Tianrun Xu, Yuanxing Zhang, Pengfei Wan, Haotian Wang, Xianghua Ying Title: Beacon: Knowing When and How to Perform Agentic Visual Reasoning Arxiv: http://arxiv.org/abs/2607.28595v1 Abstract: The fundamental goal of agentic visual reasoning is to improve the succ...

🤗 Upvotes: 39 | cs. CL Authors: Pengyu Wang, Benfeng Xu, Shaohan Wang, Xin Zeng, Huarui Wu, Lei Zhang, Licheng Zhang Title: BM25 Wins at Scale: A Scaling Study of Retrieval-Augmented Generation Paradigms Arxiv: http://arxiv.org/abs/2607.26497v2 Abstract: Retrieval-augmented generation (RAG) spans lexical and dense retrieval, graph-based indexing, and agentic search, but these paradigms are usuall...

🤗 Upvotes: 38 | cs. LG, cs. AI Authors: Yuran Wang, Zekun Wang, Bohan Zeng, Ruixu Zhang, Wenxuan Liu, Liu Yang, Yifan Dai, Yang Shi, Bozhou Li, Chengzhuo Tong, Daili Hua, Yuanxing Zhang, Wentao Zhang Title: Flux-OPD: On-Policy Distillation with Evolving Contexts Arxiv: http://arxiv.org/abs/2607.28022v1 Abstract: Large language model training in open-ended domains lacks verifiable rewards, making...

🤗 Upvotes: 122 | cs. CV, cs. RO Authors: Hengyi Xie, Chenfei Yao, Xianjin Wu, Xuanyang Xi, Yiping Tang, Di Xu, Yingying Zhu, Dingkang Liang, Xiang Bai, Han Ding Title: TurboVLA: Real-Time Vision-Language-Action Model at 32 Hz on an RTX 4090 with <1 GB VRAM Arxiv: http://arxiv.org/abs/2607.27205v1 Abstract: Vision-language-action (VLA) models commonly adopt an LLM-centric $V \to L \to A$ pathwa...

🤗 Upvotes: 78 | cs. AI Authors: Bo-Wen Zhang, Junwei He, Wen Wang, Song-Lin Lv, Wentao Ma, Rongyi Lin, Shuhan Zhong, Lan-Zhe Guo Title: CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization Arxiv: http://arxiv.org/abs/2607.25659v1 Abstract: Rubric-based reinforcement learning enriches language model training by evaluating model outputs against explicit criteria. Yet in GRP...

🤗 Upvotes: 67 | cs. CV, cs. RO Authors: Siyao Li, Jiawei Gu, Shuai Liu, Kairui Hu, Zekun Li, Linjie Li, Chengcheng Tang, Po-Chen Wu, Ivan Shugurov, Lingni Ma, Michael Zollhoefer, Sizhe An, Abhay Mittal, Amy Zhao, Ranjay Krishna, Manling Li, Ziwei Liu, Chuan Guo Title: HumanCLAW: Can Vision-Language Models Act Through a Body? Arxiv: http://arxiv.org/abs/2607.27180v1 Abstract: Evaluating whether a...

🤗 Upvotes: 57 | cs. AI Authors: Jiangwang Chen, Zixin Song, Junlin Liu, Shuaiyu Zhou, Haiyan Wu, Haihan Shi, Chenxi Zhou, Hanqing Li, Xiao Yang, Da Zhu, Guanjun Jiang, Hai Wan, Xibin Zhao Title: DecoEvo: Score-Decoupled Co-Evolution of Solver and Rubric-Generator Skills in Text Space Arxiv: http://arxiv.org/abs/2607.25675v1 Abstract: Text-space optimization adapts large language models (LLMs) by...

🤗 Upvotes: 41 | cs. CV, cs. AI, cs. CL, cs. LG Authors: Lai Wei, Chengqi Li, Jiapeng Li, Ruina Hu, Yue Wang, Weiran Huang Title: CLBench-V: Evaluating Multimodal Context Learning from Grounding to Knowledge Acquisition Arxiv: http://arxiv.org/abs/2607.25294v1 Abstract: Real-world tasks often require models to learn from task-specific context rather than relying only on pre-trained knowledge. Whil...

🤗 Upvotes: 31 | cs. CL, cs. AI Authors: Yu Wang, Yi-Kai Zhang, Wentao Shi, Ziang Ye, Yuchun Miao, Yueqing Sun, Qi Gu, Xunliang Cai, Lan-Zhe Guo, Han-Jia Ye, Fuli Feng Title: CAST: Game Solvers as Turn-Level Teachers for LLM Agents Arxiv: http://arxiv.org/abs/2607.25308v1 Abstract: Training large language models (LLMs) to act in long-horizon games is a promising step toward generalist decision-mak...

🤗 Upvotes: 137 | cs. RO, cs. CV, cs. LG Authors: Simple AI, :, Yuteng Wei, Jinming Ma, Jiawei Wang, Weitao Zhou, Yushen Zuo, Ke Rui, Minglei Li, Jinhao Zhang, Zhikang Pan, Xiang Wang, Haoran Jia, Huan Du, Zicheng Zeng, Jun Ma, Guiyu Qin, Di Zhang, Xiaofei Li Title: HiFi-UMI: Learning Deployable Manipulation Policies from High-Fidelity UMI Data Alone Arxiv: http://arxiv.org/abs/2607.25895v1 Abstra...

🤗 Upvotes: 85 | cs. CL Authors: Jiangnan Li, Yuqing Li, Mo Yu, Jinchao Zhang, Jie Zhou Title: A New Role for Relevance: Guiding Corpus Interaction in Agentic Search Arxiv: http://arxiv.org/abs/2607.24223v1 Abstract: Relevance is a query-dependent estimate of whether a document or excerpt contains useful evidence. Existing retrieval agents use relevance to select top-$k$ content, but document rele...

🤗 Upvotes: 63 | cs. SE Authors: Zhongming Yu, Hengjia Yu, Boqin Yuan, Shuting Zhao, Yizhao Chen, Aryan Dokania, Mihir Jagtap, Jiayu Chang, Yitong Ma, Yash Jayswal, Wentao Ni, Hejia Zhang, Zhaoling Chen, Gangda Deng, Jishen Zhao Title: CodeNib: A Multi-View Data System for Serving Repository Context to Coding Agents Arxiv: http://arxiv.org/abs/2607.25431v1 Abstract: Coding agents repeatedly search...

🤗 Upvotes: 57 | cs. CV Authors: Jooyeol Yun, Jintae Park, Hyesu Lim, Junha Hyung, Hyungjin Chung, Jaegul Choo Title: ReDesign: Recovering Editable Design Structures from Images via Agentic Decomposition Arxiv: http://arxiv.org/abs/2607.25565v1 Abstract: Recovering an editable design file from a raster image is a common and costly bottleneck in modern design workflows, yet remains challenging sinc...

🤗 Upvotes: 25 | cs. CL Authors: Ruizhe Li, Mingxuan Du, Benfeng Xu, Zhendong Mao Title: Keep It InMind: Benchmarking the Implicit-Association Blind Spot in Agent Memory Arxiv: http://arxiv.org/abs/2607.24368v1 Abstract: Long-term memory systems store what a user says in an external store and retrieve it when a related query arrives. This interface rests on an assumption so natural that it is rare...

🤗 Upvotes: 24 | cs. CL, cs. AI Authors: Haolei Xu, Xiaowen Xu, Haiwen Hong, Zixuan Ni, Hongxing Li, Yiwen Qiu, Weiming Lu, Yongliang Shen Title: Pass the Baton: Trajectory-Relayed On-Policy Distillation Arxiv: http://arxiv.org/abs/2607.26057v1 Abstract: On-policy distillation (OPD) grounds token-level supervision in the student's own trajectory, yet suffers from prefix failure: once the student c...

🤗 Upvotes: 286 | cs. CL, cs. LG Authors: Kimi Team, Tongtong Bai, Yifan Bai, Yiping Bao, M. C., Jianfeng Cai, Xinyuan Cai, Peizhou Cao, Yuxuan Cao, Ziwei Chai, Y. Charles, H. S. Che, Guanduo Chen, Guangyu Chen, Guanzheng Chen, Huarong Chen, Jia Chen, Jianlong Chen, Jun Chen, Kexin Chen, Peng Chen, Ruijue Chen, Wentao Chen, Xin Chen, Yang Chen, Yanru Chen, Yifei Chen, Yingjiang Chen, Yuankun Chen,...

🤗 Upvotes: 109 | cs. CV Authors: Yunlong Lin, Zixu Lin, Zhaohu Xing, Biqiang Li, Chenxin Li, Haonan Wang, Haitao Wu, Hengyu Liu, Jianghai Chen, Kaituo Feng, Kaixin Li, Shawn Chen, Shijue Huang, Sixiang Chen, Tsung-Yi Ho, Wenxuan Huang, Xiangyan Liu, Xiaomeng Hu, Xuanhua He, Yan Sun, Yunqing Zhao, Zhiqin Yang, Zehan Wang, Zhengyang Tang, Tianyu Pang, Xiangyu Yue Title: JarvisHub: An Open Harness f...

🤗 Upvotes: 101 | cs. RO, cs. CL Authors: Jianshu Zhang, Keliang Wu, Haoran Lu, Anbang Liu, Ce Zhang, Weijie Yin, Chengxuan Qian, Xiyuan Yang, Zhenyu Pan, Guo Ye, Han Liu Title: Progress Reward Modeling for Robotic Learning: A Comprehensive Survey Arxiv: http://arxiv.org/abs/2607.21655v1 Abstract: Robotic learning takes place in dynamic environments with large behavior spaces. A terminal success s...

🤗 Upvotes: 71 | cs. AI Authors: Junlin Liu, Jiangwang Chen, Zixin Song, Shuaiyu Zhou, Chunji Lv, Hank Wu, Kailin Jiang, Jinyang Wu, Bohan Yu, Chenxi Zhou Title: From Proprietary to Open-Source: Bridging the Distribution Gap via Multi-Agent Protocol Distillation in Agentic Search Arxiv: http://arxiv.org/abs/2607.24280v1 Abstract: Agentic search enables large language models to solve knowledge-inte...

🤗 Upvotes: 66 | cs. CV, cs. AI, cs. LG Authors: Bingnan Li, Haozhe Wang, Haozhong Xiong, Fangtai Wu, Jinpeng Yu, Yang Shi, Jiaming Liu, Ruihua Huang Title: Rethinking Classifier-Free Guidance in On-Policy Diffusion Distillation Arxiv: http://arxiv.org/abs/2607.24731v1 Abstract: On-policy distillation (OPD) adapts diffusion models by querying a teacher along trajectories generated by the current s...

🤗 Upvotes: 53 | cs. SE, cs. CV Authors: Yan Yang, Xiangru Jian, Ziyang Luo, Zirui Zhao, Yutong Dai, Ziji Shi, Hanshu Yan, Jun Hao Liew, Silvio Savarese, Junnan Li Title: StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents Arxiv: http://arxiv.org/abs/2607.22798v1 Abstract: Computer-use agents are usually improved by strengthening perception: better models for reading a scr...

🤗 Upvotes: 32 | cs. RO, cs. CV Authors: Yifan Ye, Yankai Fu, Yaoxu Lv, Bohan Hou, Jun Cen, Lingdong Kong, Duo Zheng, Tianxing Chen, Jiaming Liu, Ziang Cao, Yunfan Lou, Wei Chow, Xian Sun, Yingshuo Wang, Kuangzhi Ge, Xiaowei Chi, Xidong Zhang, Zhibo Pang, Yiwu Zhong, Sirui Han, Zhihe Lu, Weihao Yuan, Qifeng Chen, Michael Yu Wang, Yao Mu, Ziwei Liu, Jianfei Yang, Ping Luo, Shanghang Zhang Title: Da...

🤗 Upvotes: 27 | cs. CV Authors: Haopeng Li, Yitong Li, Junsong Chen, Tian Ye, Haozhe Liu, Jincheng Yu, Duomin Wang, Ruihua Zhang, Zeke Xie, Enze Xie, Song Han Title: Sol-Attn: Accelerating Video Generation Inference via On-the-Fly Attention Sparsification Arxiv: http://arxiv.org/abs/2607.24027v1 Abstract: Diffusion transformers are essential for high-fidelity video generation, but long token sequ...