Daily Paper Cast

🤗 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,...

🤗 Upvotes: 39 | cs. CV Authors: Runmao Yao, Kairui Hu, Yukang Cao, Ruisi Wang, Shulin Tian, Ziang Cao, Weichen Fan, Ziqi Huang, Yuhao Dong, Hao Li, Zhaoxi Chen, Zhongang Cai, Lei Yang, Ziwei Liu Title: Apple-$π$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence Arxiv: http://arxiv.org/abs/2607.16401v1 Abstract: Modern video generation models are increasingly hailed as e...

🤗 Upvotes: 119 | cs. SE, cs. AI Authors: Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo Title: RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources Arxiv: http://arxiv.org/abs/2606.29538v4 Abstract: Skills are a useful abstraction for software agents, turning human and agent experience into reus...

🤗 Upvotes: 115 | cs. CL, cs. AI Authors: Mikhail Komarov, Ivan Bondarenko, Stanislav Shtuka, Oleg Sedukhin, Roman Shuvalov, Yana Dementyeva, Matvey Solovyov, Nikolay O. Nikitin Title: RAGU: A Multi-Step GraphRAG Engine with a Compact Domain-Adapted LLM Arxiv: http://arxiv.org/abs/2607.11683v1 Abstract: Graph retrieval-augmented generation (GraphRAG) enhances large language models with structured...

🤗 Upvotes: 57 | cs. RO, cs. CV Authors: Xiaomi Robotics Team, Jun Guo, Piaopiao Jin, Jason Li, Peiyan Li, Yingyan Li, Futeng Liu, Wanli Peng, Optimus Qin, Yifei Su, Nan Sun, Qiao Sun, Runze Suo, Heyun Wang, Yunhong Wang, Rujie Wu, Caoyu Xia, Lina Zhang, Jack Zhao, Guoliang Chen, Wenlong Chen, Xinze He, Bin Li, Qing Li, Zhuorong Li, Heng Qu, Wenxuan Song, Diyun Xiang, Yifan Xie, Peiran Xu, Hangjun...

🤗 Upvotes: 56 | cs. CL, cs. AI Authors: Zitian Gao, Yilong Chen, Yihao Xiao, Xinyu Yang, Ran Tao, Joey Zhou, Bryan Dai Title: Loop the Loopies! Arxiv: http://arxiv.org/abs/2607.16051v2 Abstract: We present the Loopie series, consisting of two Mixture-of-Experts (MoE) models: a 20B-parameter model with 2B active parameters and a 6B-parameter model with 0.6B active parameters. Looped Transformers h...

🤗 Upvotes: 47 | cs. LG, cs. CL Authors: Xiangdong Zhang, Xiaohan Qin, Sunan Zou, Tuo Dai, Xiaoming Shi, Huaijin Wu, Yebin Yang, Zhuo Xia, Shaofeng Zhang, Lin Yao, Yuliang Liu, Yu Cheng, Junchi Yan Title: xHC: Expanded Hyper-Connections Arxiv: http://arxiv.org/abs/2607.14530v1 Abstract: Hyper-Connections (HC) expand the residual stream of Transformers into $N$ parallel streams, providing a form of...

🤗 Upvotes: 43 | cs. AI Authors: actAVA AI, :, Haolin Chen, Leon Qi, Steve Brown, Deon Metelski, Tao Xia, Joonyul Lee, Qixuan Wang, Kevin Riley, Frank Wang, Weiran Yao Title: Cura 1T: Specialized Model for Agentic Healthcare Arxiv: http://arxiv.org/abs/2607.15314v1 Abstract: Healthcare spans high-stakes communication, expert reasoning, and workflow execution, yet specialized LLMs that cover these...

🤗 Upvotes: 28 | cs. LG, cs. CL Authors: Byeongho Heo, Jaehui Hwang, Sangdoo Yun, Dongyoon Han Title: On-Policy Delta Distillation Arxiv: http://arxiv.org/abs/2607.15161v1 Abstract: On-policy distillation is an alternative post-training method in reinforcement learning that alleviates the constraints imposed by reward models by providing token-level supervision from a teacher model. Although on-po...

🤗 Upvotes: 26 | cs. IR Authors: Bowen Zheng, Chao Yi, Dian Chen, Gaoyang Guo, Han Zhu, Jiakai Tang, Jian Wu, Mao Zhang, Wen Chen, Yifan Lu, Yujie Luo, Yuning Jiang, Zhujin Gao, Bo Zheng, Dixuan Wang, Hao Fang, Jiancai Liu, Jing Yu, Ke Chen, Kewei Zhu, Mingke Xu, Wenjun Yang, Xunke Xi, Zile Zhou Title: RecGPT-V3 Technical Report Arxiv: http://arxiv.org/abs/2607.15591v1 Abstract: Large language mod...

🤗 Upvotes: 109 | cs. CV Authors: Xinhao Li, Yuhan Zhu, Xiangyu Zeng, Yuhao Dong, Haoning Wu, Zhiqiu Zhang, Yuandong Yang, Changlian Ma, Qingyu Zhang, Yansong Shi, Xinyu Chen, Haoran Chen, Zizheng Huang, Jun Zhang, Kun Ouyang, Lin Sui, Ziang Yan, Yicheng Xu, Chenting Wang, Yinan He, Hongjie Zhang, Yi Wang, Yu Qiao, Yali Wang, Ziwei Liu, Kai Chen, Limin Wang Title: VideoChat3: Fully Open Video MLLM...