Daily Paper Cast

🤗 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...

🤗 Upvotes: 51 | cs. CL, cs. AI Authors: Dongfang Li, Xiaodong Luo, Ruoyu Sun, Xuhui Chen, Linyuan Qiu, Jian Meng, Zhengxuan Lu, Yiting Wang, Yucheng Xie, Tao Guo, Tianxiang Fang, Jing Li, Sihang Chen, Shihao Hong, Chang Liu, Weihua Dai, Zirong Zeng, Ziwei Zhu, Zhuohan Wang, Zhengjun Yue, Igor Vasilyev, Min Liu, Weijian Sun, Xin Chen, Yingmeng Gao, Jinhua Zhou, Taolue Chen, Chenwei Wu, Dong Zhang,...

🤗 Upvotes: 170 | cs. CV, cs. AI, cs. LG Authors: Fan Jiang, Zhaoxu Sun, Mengchao Wang, Ziyu Zhu, Chiyu Wang, Yunpeng Zhang, Wenlin Liu, Yun Wang, Xue Zheng, Rui Sun, Junfeng Ni, Hongyu Pan, Zhongxu Sun, Fei Yu, Zengye Ge, Mengmeng Du, Nianfei Fan, Mingchao Sun, Yu Liu, Yongchang, Yanqing Zhu, Jiahang Wang, Ning Ying, Yuze Xuan, Di Yang, Zhicheng Liu, Zhe Gao, Tingbing Xu, Jiacheng Sui, Wenjin Yan...

🤗 Upvotes: 122 | cs. SE, cs. AI Authors: Runming He, Zhen Hao Wong, Hao Liang, Zimo Meng, Chengyu Shen, Xiaochen Ma, Wentao Zhang Title: DataFlow-Harness: A Grounded Code-Agent Platform for Constructing Editable LLM Data Pipelines Arxiv: http://arxiv.org/abs/2607.16617v1 Abstract: Large language models (LLMs) are increasingly used to automate data-processing workflows, yet coding agents typically...

🤗 Upvotes: 66 | cs. CV Authors: Maohua Li, Qirui Li, Yanke Zhou, Yiduo Li, Zhaosheng Chi, Chao Xu, Cuifeng Shen, Yixuan Xu, Hanlin Tang, Kan Liu, Tao Lan, Lin Qu, Shao-Qun Zhang Title: Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Arxiv: http://arxiv.org/abs/2607.19139v1 Abstract: Text-to-image diffusion transformers (DiTs) jointly process text and image tokens, y...

🤗 Upvotes: 65 | cs. CV Authors: Guixu Lin, Zheng-Hui Huang, Siqi Yang, Ming-Hsuan Yang, Kaipeng Zhang, Zhixiang Wang Title: Generative World Renderer at the Speed of Play Arxiv: http://arxiv.org/abs/2607.18703v1 Abstract: Generative world renderer AlayaRenderer receives structured world states exported from physics engines and synthesizes RGB frames. Unlike models that generate frames from text/c...

🤗 Upvotes: 56 | cs. CV, cs. AI, cs. LG, cs. MM, eess. IV Authors: Xinjie Zhang, Peng Zhang, Shicheng Zheng, Jinghao Guo, Zhaoyang Jia, Yifei Shen, Xun Guo, Yuxuan Luo, Jiahao Li, Wenxuan Xie, Fanyi Pu, Xiaoyi Zhang, Kaichen Zhang, Zongyu Guo, Tianci Bi, Dongnan Gui, Zhening Liu, Zimo Wen, Zihan Zheng, Senqiao Yang, Xiao Li, Jinglu Wang, Bin Li, Yan Lu Title: Mage-Flow: An Efficient Native-Resolut...

🤗 Upvotes: 47 | cs. AI Authors: AlayaWorld Team, Kaipeng Zhang, Chuanhao Li, Yifan Zhan, Yongtao Ge, Yuanyang Yin, Jiaming Tan, Kang He, Liaoyuan Fan, Mingliang Zhai, Ruicong Liu, Xiaojie Xu, Xuangeng Chu, Zhen Li, Zhengyuan Lin, Zhixiang Wang, Zian Meng, Zihui Gao Title: AlayaWorld: Interactive Long-Horizon World Modeling -- Full Technical Report Arxiv: http://arxiv.org/abs/2607.18367v1 Abstract...

🤗 Upvotes: 21 | cs. AI, cs. CL Authors: Kunlun Zhu, Xuyan Ye, Zhiguang Han, Yuchen Zhao, Bingxuan Li, Weijia Zhang, Muxin Tian, Xiangru Tang, Pan Lu, James Zou, Jiaxuan You, Heng Ji Title: AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents Arxiv: http://arxiv.org/abs/2607.18754v1 Abstract: LLM agent failures are difficult to debug because the st...

🤗 Upvotes: 144 | cs. CV Authors: Yuhan Zhu, Changlian Ma, Xiangyu Zeng, Xinhao Li, Zhiqiu Zhang, Songze Li, Jun Zhang, Tianxiang Jiang, Yuandong Yang, Ziang Yan, Zikang Wang, Xinyu Chen, Haoran Chen, Shaowei Zhang, Limin Wang Title: TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs Arxiv: http://arxiv.org/abs/2607.17423v1 Abstract: Video multimodal large language models (MLLMs)...

🤗 Upvotes: 76 | cs. CL Authors: Xinyu Geng, Xuanhua He, Sixiang Chen, Yanjing Xiao, Fan Zhang, Shijue Huang, Haitao Mi, Zhenwen Liang, Tianqing Fang, Yi R. Fung Title: DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Arxiv: http://arxiv.org/abs/2607.07820v2 Abstract: Training tool-use agents to improve from their own experience remains challenging, as supervi...

🤗 Upvotes: 74 | cs. CL Authors: Qing Zong, Yue Guo, Mengxin Yang, Yiwen Guo, Yangqiu Song Title: EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World Arxiv: http://arxiv.org/abs/2607.17250v1 Abstract: This paper introduces EvolvingWorld, a framework and benchmark for character and world co-evolution in interactive literary worlds....

🤗 Upvotes: 65 | cs. CL, cs. SE Authors: Yuhang Wang, Yuling Shi, Shaoqiu Zhang, Jialiang Liang, Shilin He, Siyu Ye, Yuting Chen, Kai Cai, Xiaodong Gu Title: SWE-Pruner Pro: The Coder LLM Already Knows What to Prune Arxiv: http://arxiv.org/abs/2607.18213v1 Abstract: Pruning long context for coding agents has been a vital technology for efficient context management. While existing context pruning m...

🤗 Upvotes: 77 | cs. RO Authors: Kehan Li, Bohan Hou, Minghao Zhu, Tianyi Zhang, Zesen Cheng, Zhikai Wang, Sicong Leng, Xin Li, Xiao Lin, Biying Yao, Minghua Zeng, Jiangpin Liu, Ronghao Dang, Jiayan Guo, Siteng Huang, Haoyu Zhao, Heng Ping, Yaxi Zhao, Kexiang Wang, Tong Lu, Shengke Xue, Jiahao Tang, Yulei Wang, Zejing Wang, Jianwei Gao, Shijian Lu, Chengju Liu, Jianfei Yang, Mingxiu Chen, Deli Zha...

🤗 Upvotes: 47 | cs. CV Authors: Yiyang Cai, Nan Chen, Rongchang Xie, Junwen Pan, Chunyang Jiang, Cheng Chen, Wen Zhou, Zhenbang Sun, Wei Xue, Wenhan Luo, Yike Guo Title: HOMIE: Human-object Centric Video Personalization via Multimodal Intelligent Enhancement Arxiv: http://arxiv.org/abs/2607.18217v2 Abstract: Human-object centric video personalization (HOCVP) is a core task within subject-driven v...

🤗 Upvotes: 49 | cs. RO, cs. CV Authors: Zishuo Li, Bowen Yang, Changtao Miao, Kai Zhu, Hao Chen, Qingze Guan, Zhengxing Wu, Wanke Zhan, Yang Sun, Zhiyi Huang, Zitong Shan, Zhenchao Jin, Jiadong Hong, Taowen Wang, Yushi Feng, You Liu, Yibo Wang, Yifan Yang, Zhaowen Zhou, Man Luo, Hao Cheng, Bo Zhang, Jianshu Li, Jiansheng Cai, Guocai Yao, Jize Zhang, Chenhao Lin, Renjing Xu, Lequan Yu, Chao Shen,...