Daily Paper Cast

🤗 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...

🤗 Upvotes: 23 | cs. SD, cs. CV Authors: Jun Zhan, Chen Yang, Yitian Gong, Donghua Yu, Kuangwei Chen, Wenbo Zhang, Kexin Huang, Qi Luo, Zhe Xu, Ying Zhu, Jin Wang, Tengyue Zhang, Qi Chen, Cheng Chang, Songlin Wang, Junqi Dai, Jiasheng Ye, Xiaogui Yang, Tianyi Liang, Xiangyu Peng, Zhaoye Fei, Shimin Li, Qinyuan Cheng, Xie Chen, Xinchi Chen, Xipeng Qiu Title: OmniVAE: An Audio-Video VAE with Cross-M...

🤗 Upvotes: 22 | cs. CV Authors: Yong Liu, Xiaolong Fu, Zihang Xu, Wen Xue, Xueheng Li, Lin Song, Yuan Zhang, Chuyang Zhao, Haoyang Huang, Nan Duan, Yipeng Sun, Yan Li, Simiu Gu Title: Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On Arxiv: http://arxiv.org/abs/2607.21694v1 Abstract: We present Oxygen-TryOn, a unified foundation model for any-item virtual try-on. Rather th...

🤗 Upvotes: 44 | cs. LG, cs. CL Authors: Hao Liang, Qifeng Cai, Yibo Lin, Jianzhuo Du, Qifeng Xia, Sizhe Qiu, Linzhuang Sun, Meiyi Qiang, Zhaoyang Han, Xiaochen Ma, Bohan Zeng, Ruichuan An, Conghui He, Wentao Zhang Title: DataPrep-Bench: Benchmarking LLMs as Training Data Preparators Arxiv: http://arxiv.org/abs/2607.20465v1 Abstract: The quality of training data fundamentally determines the capabi...

🤗 Upvotes: 30 | cs. CL Authors: Siyuan Huang, Pengyu Cheng, Haotian Liu, Tao Chen, Yihao Liu, Jingwei Ni, Shijie Zhou, Ziyi Yang, Gangwei Jiang, Mengyu Zhou, Yu Cheng, Xiaoxi Jiang, Guanjun Jiang Title: Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills Arxiv: http://arxiv.org/abs/2607.22529v1 Abstract: LLM training is shifting from manual design and annotation to int...

🤗 Upvotes: 24 | cs. LG, cs. CL, cs. DC Authors: Jian Hu, Huiying Li, Hao Zhang, Binfeng Xu, Yifan Zhang, Shaokun Zhang, Hemil Desai, Michael Demoret, Pavlo Molchanov, Jan Kautz, Yi Dong Title: Molt: A Scalable PyTorch-Native Training Framework for Agentic Reinforcement Learning Arxiv: http://arxiv.org/abs/2607.21653v1 Abstract: Agentic reinforcement learning research is constant algorithm modific...

🤗 Upvotes: 118 | cs. AI Authors: Shuqi Lu, Chaofan Li, Kun Luo, Zhang Zhang, Hui Wang, Hongwang Xiao, Zheng Liu, Lei Xiong, Jiahao Wang, Sen Wang, Xiyan Jiang, Wanli Li, Yuyang Hu, Hongjin Qian, Bingyu Yan, Ziyi Xia, Yingxia Shao, Kang Liu, Zhicheng Dou, Di He, Chaozhuo Li, Qiwei Ye, Zhongyuan Wang, Zheng Liu Title: AREX: Towards a Recursively Self-Improving Agent for Deep Research Arxiv: http://...

🤗 Upvotes: 45 | cs. RO Authors: Hanjing Ye, Tianle Zeng, Jiazhao Zhang, Shaoan Wang, Zibo Zhang, Weisi Situ, Yuchen Zhou, Yonggen Ling, Hong Zhang Title: ReferTrack: Referring Then Tracking for Embodied Visual Tracking Arxiv: http://arxiv.org/abs/2607.20061v1 Abstract: Embodied visual tracking (EVT) requires a mobile agent to continuously follow a specific target described in natural language usi...

🤗 Upvotes: 42 | cs. CL Authors: Hao Liang, Qihan Lin, Zhaoyang Han, Xiaochen Ma, Zhen Hao Wong, Meiyi Qiang, Linzhuang Sun, Wentao Zhang Title: K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs Arxiv: http://arxiv.org/abs/2605.09635v3 Abstract: Large language models are increasingly used in K-12 education, but existing benchmarks mainly test exam ques...

🤗 Upvotes: 41 | cs. CV, cs. AI Authors: Yijun Liang, Yunjie Tian, Yijiang Li, Yuqi Jia, Furong Huang, Tianyi Zhou, Di Fu Title: Visual Contrastive Self-Distillation Arxiv: http://arxiv.org/abs/2607.21556v1 Abstract: On-policy self-distillation (OPSD) is promising as it removes the external teacher required by on-policy distillation (OPD), yet it still needs asymmetric information between teacher...

🤗 Upvotes: 34 | cs. CV Authors: Xu Wang, Kaixiang Yao, Miao Pan, Xiaohe Zhou, Xuanyu Liu, Wenqi Zhang, Xuhong Zhang Title: Show, Don't Tell: Evaluating Spatial Cognition in Generative Pixels Rather Than LLM Text Arxiv: http://arxiv.org/abs/2607.21072v1 Abstract: Spatial intelligence is essential for agents to move from static semantic understanding toward interacting with the physical world. Many...