Daily Paper Cast

🤗 Upvotes: 53 | cs. CV Authors: Ruopeng Gao, Yukun Huang, Jiarui Hu, Shuai Wang, Wenbo Hu, Ying Shan, Limin Wang Title: Looking Ahead: Modeling Future Evolution in Autoregressive Video Generation Arxiv: http://arxiv.org/abs/2610.29989v1 Abstract: Autoregressive video diffusion models generate videos chunk by chunk, yet producing plausible continuations does not guarantee that they capture how sce...

🤗 Upvotes: 39 | cs. CL, cs. AI, cs. CV, cs. LG, cs. SE Authors: Qiushi Sun, Jingyang Gong, Yang Liu, Qiaosheng Chen, Zhangyue Yin, Zixian Huang, Hanxu Hu, Jing Xiong, Fangzhi Xu, Haochen Tan, Haoli Bai, Lifeng Shang, Xiaoguang Li, Ben Kao, Qipeng Guo, Lingpeng Kong, Jiahui Gao Title: PrismaCoder: Pushing the Boundaries of Open Multimodal Code Intelligence through Decomposed Rubric Synthesis Arxiv...

🤗 Upvotes: 30 | cs. LG, cs. CV Authors: Haotian Ma, Ruqi Yang, Philip Townsend Title: Spectral-Spatial Interpretation Arxiv: http://arxiv.org/abs/2610.21114v1 Abstract: Post-hoc image explanations usually show where a model looks using spatial heatmaps or indicate which channels matter using global channel scores. These separate views are limiting for multispectral data because channel relevance...

🤗 Upvotes: 27 | cs. AI Authors: Letian Zhu, Han Li, Yifan Yao, Xinping Lei, Xinyu Che, Jiahao Wang, Dianyi Wang, Yucheng Fu, Jiakai Wang, Zhiqi Bai, Wenbo Su, Jiaheng Liu Title: Socratic Skill Learning: Interleaving Teaching and Practice for Transferable Agent Skills Arxiv: http://arxiv.org/abs/2610.17860v1 Abstract: Agent Skills improve LLM agents by making task knowledge reusable across session...

🤗 Upvotes: 21 | cs. CV Authors: StreamEval Team Title: StreamEval: Evaluating Interactive Streaming Video Generation Models Arxiv: http://arxiv.org/abs/2610.28402v1 Abstract: As streaming video generation advances, enabling real-time interaction with generated video is becoming increasingly important. We introduce StreamEval, a unified benchmark for interactive streaming video generation spanning...

🤗 Upvotes: 101 | cs. CV Authors: Fuyao Zhang, Wenwen He, Jiaming Zhang, Yurong Hao, Xuan Wang, Guowei Guan, Che Wang, Longtao Huang, Wei Yang Bryan Lim Title: Focused Omni-Modal GUI Agents Arxiv: http://arxiv.org/abs/2610.26203v1 Abstract: Graphical User Interface (GUI) agents increasingly act over streaming omni-modal observations spanning screenshots, audio, video, interaction history, and devi...

🤗 Upvotes: 78 | cs. CL Authors: Pan Wang, Yihao Hu, Guangyuan Dong, Yitong Lin, Hang Wang, Zimi Liu, Zhihao Wen, Jianshe Li, Jiang-Ming Yang, Wei Wu, Yongqi Tong Title: PAR: Progress-Aligned Recurrence for Length Generalization in State Tracking Arxiv: http://arxiv.org/abs/2610.27628v1 Abstract: Looped language models can run more iterations at test time, but additional iterations need not help t...

🤗 Upvotes: 57 | cs. AI, cs. CV Authors: Rui Gong, Ruoyu Wang, Yalun Dai, Hao Li, Sidi Yang, Qihao Zhao, Hongyu Li, Zeyang Guan, Fangzhou Hong, Zhaoxi Chen, Kim-Hui Yap, Ziwei Liu Title: S-Agent 2.0: Spatial Reasoning with a General Coding Agent Arxiv: http://arxiv.org/abs/2610.28354v1 Abstract: Spatial reasoning asks a model to work out where objects are in 3D space, how they relate to one anothe...

🤗 Upvotes: 56 | cs. AI Authors: Wenjie Lou, Tianshuo Peng, Shiyang Feng, Shengji Tang, Runmin Ma, Ruizhe Chen, Jinxin Shi, Haoyang Peng, Fangchen Yu, Zhijie Zhong, Yuhao Zhou, Yue Fan, Yixin Chen, Yiming Wu, Yiheng Wang, Yigeng Jiang, Yichen Jiang, Yi Xie, Xu Guo, Xiaohan He, Tao Hu, Songtao Huang, Siyu Zhou, Shuaiyu Zhang, Shangheng Du, Qinglong Cao, Kun Li, Jingqi Ye, Hongbin Zhou, Guohang Yan,...

🤗 Upvotes: 56 | cs. CV, cs. GR Authors: Jihai Zhang, Runjia Qian, Kaiqin Kong, Biao Jiang, Puyi Wang, Siru Chen, Tianle Li, Guanjie Chen, Junyi Wu, Chubin Chen, Yuanhang Li, Kaichen Huang, Haobo Zhang, Yangguang Li, Wei Yu, Guibin Chen, Yu Cheng, Yahui Zhou Title: Matrix-Game 4.0: Harnessing Video Models for Real-Time Playable Game Worlds Arxiv: http://arxiv.org/abs/2610.27999v1 Abstract: Moving...

🤗 Upvotes: 37 | cs. CV Authors: Byungwoo Jeon, Sunghwan Hong, Dohyeon Kim, Jonghoon Lee, Jungwoo Park, Inhee Lee, Doosan Baek, Jinil Kim, Taehyun Lim, Hanbyul Joo, Marc Pollefeys, Saining Xie, Jinwoo Shin Title: Learning the 4D World through Point Trajectory Forecasting Arxiv: http://arxiv.org/abs/2610.28594v1 Abstract: Reliable multi-view forecasting requires videos from different cameras to des...

🤗 Upvotes: 36 | cs. CV Authors: Guian Fang, Shengju Qian, Dongyue Lu, Junchao Huang, Lutao Jiang, Xin Wang, Yiren Song, Li Jiang, Mike Zheng Shou Title: SolarRenderer: Few-Step Generative Reference Rendering Arxiv: http://arxiv.org/abs/2610.28630v1 Abstract: Game engines and coding agents can specify the layout, motion, and camera of a scene, yet turning such coarse structure into realistic video...

🤗 Upvotes: 33 | cs. AI, cs. RO Authors: Sicheng He, Yi Pan, Qiuting Yu, Jiaming Huang, Qi Lu, Shuyan Wu, Hongyan Feng, Xuanyu Liu, Jun Zhang, Jie Zhang, Wenqi Zhang, Xuhong Zhang, Jianwei Yin Title: VLA-Rolling: Fewer Denoising Steps, Better Control via Adaptive Action Reuse Arxiv: http://arxiv.org/abs/2610.25043v2 Abstract: Flow-matching vision-language-action (VLA) models generate an action chu...

🤗 Upvotes: 33 | cs. LG, cs. CL Authors: Jiaqi Su, Guibin Zhang, Jie-Jing Shao, Cong Pang, Tiankuo Yao, Ivor Tsang, Haiyan Yin, Shuicheng Yan Title: CoEvo-RSI: When Harnesses Evolve, Which Models Should Follow? Arxiv: http://arxiv.org/abs/2610.25078v1 Abstract: Model--harness co-evolution has emerged as a prominent paradigm for recursive self-improving (RSI) agents, jointly evolving their executio...

🤗 Upvotes: 87 | cs. RO Authors: Chao Yu, Shu'ang Yu, Hao Lin, Hongzhi Zang, Yuxiang Yan, Chenxi Jiang, Zhen Guo, Chuankang Li, Yihao Chen, Xin Xu, Xu Fu, Jiakai Zhou, Liangzhi Shi, Hongyi Ren, Yiwei Liu, Jing Wu, Yuanqing Wang, Chen Wu, Bo Dai, Chunyu Yang, Hongliang Huang, Shuoyu Yue, Weiqi Yin, Yinuo Chen, Ruihua Chen, Chunyang Zhu, Han Xiao, Yanghao Li, Ruipu Wu, Zhikai Cai, Xiu Chen, Xu Tan,...

🤗 Upvotes: 43 | cs. RO Authors: Yihui Yang, Yuanhong Yu, Jiawei Wang, Zhongrui Yu, Jia Shi, Kun Zhan, Ruizhen Hu, Xiaowei Zhou, Yu Liu, Sida Peng Title: ScaleNav: Scalable Internet Video Pretraining for Language-Conditioned Local Navigation Arxiv: http://arxiv.org/abs/2610.25690v1 Abstract: We study language-conditioned local navigation, where a robot must navigate to a text-specified target visi...

🤗 Upvotes: 32 | cs. CL, cs. AI Authors: Zhepei Wei, Wenlin Yao, Baolin Peng, Danqing Wang, Qianhui Wu, Hao Cheng, Yu Meng, Jianfeng Gao Title: Self-Evolving Coding Agents via Harness-Policy Optimization Arxiv: http://arxiv.org/abs/2610.22791v1 Abstract: Large language model (LLM) agents have shown promising potential in coding tasks, and their performance is jointly determined by the policy model...

🤗 Upvotes: 30 | cs. CV Authors: Houyuan Chen, Fanzhou Wang, Xiangyu Fan, Zesong Qiu, Yukun Wei, Songlin Yang, Zhitao Yang, Lvmin Zhang, Pei Yang, Hao Zhao, Lei Yang, Anyi Rao Title: MT Forcing: Towards Stable and Consistent Multi-Turn Image Editing with Autoregressive Diffusion Arxiv: http://arxiv.org/abs/2610.25404v1 Abstract: Multi-turn image editing aims to modify an image according to a seque...

🤗 Upvotes: 28 | cs. AI, cs. CL Authors: Zhongwei Xie, Yiming Du, Jiaxin Bai, Baixuan Xu, Chunyang Li, Xiyu Ren, Wei Fan, Tianshi Zheng, Weizhi Du, Jingqiao Yu, Xingsu Li, Zhaowei Wang, Yangqiu Song Title: CoworkEnv: Synthesizing Training Environments for Long-Horizon Cowork Agents Arxiv: http://arxiv.org/abs/2610.24960v1 Abstract: AI coworkers must coordinate tools, communicate across turns, and...

🤗 Upvotes: 27 | cs. CV Authors: Xinhao Ji, Hui En Pang, Hao Li, Kairui Hu, Jiner Wang, Mingze Sun, Ziang Cao, Yalun Dai, Thang Luu, Qin Ma, Hongyi Chen, Yukang Cao, Fangzhou Hong, Zhaoxi Chen, Ziwei Liu Title: EgoXperience: Learning World-Grounded Egocentric Representations from Human Experience Arxiv: http://arxiv.org/abs/2610.26625v1 Abstract: Reconstructing human activity from egocentric video...

🤗 Upvotes: 26 | cs. CL, cs. AI Authors: Peisong Wang, Feixue Liu, Yize Meng, Bowen Liu, Ruoyu Chen, Gaoyang Dai, Xing He, Aiqian Li, Fengchi Yuan, Aochuan Chen, Chenyi Zi, Yuhan Li, Hongchuan Zeng, Yimo Yan, Nuo Chen, Jie Fu, Zuo-Jun Max Shen, Yong-Hong KUO, Jia Li Title: OR-License: Evaluating LLM Agents as Real-World Operations Research Practitioners Arxiv: http://arxiv.org/abs/2610.24087v1 Abs...

🤗 Upvotes: 26 | cs. CV Authors: Hao Li, Xiyuan Zheng, Yuanyuan Gao, Yalun Dai, Xinhao Ji, Xuan-Li Chen, Jing Zhao, Fangzhou Hong, Zhaoxi Chen, Ziwei Liu Title: Holi-World: Building Holistic World Intelligence from Human-Ego Experience Arxiv: http://arxiv.org/abs/2610.26549v1 Abstract: Human egocentric experience offers a rich foundation for learning how the world is organized and how it changes t...

🤗 Upvotes: 23 | cs. CV Authors: Yang Yue, Fangyun Wei, Yitong Wang, Jinjing Zhao, Henry Zheng, Dong Chen, Gao Huang Title: RoAR-VAE: Improving Latent Diffusability through Robust Prediction Arxiv: http://arxiv.org/abs/2610.26216v1 Abstract: An effective visual tokenizer must preserve image fidelity while producing latents that downstream diffusion models can learn efficiently. Prior work improves...

🤗 Upvotes: 130 | cs. CV, cs. CL, cs. MM Authors: Xuyang Liu, Shihao Wang, Xinyu Wei, Minghan Li, Zeqing Wang, Zuhao Yang, Zichen Wen, Lei Zhang Title: OmniCompass: A Holistic Benchmark for Omni-Modal Video Grounding and Understanding Arxiv: http://arxiv.org/abs/2610.18829v1 Abstract: With the rapid development of multimodal large language models (MLLMs), evaluating their video understanding capab...

🤗 Upvotes: 108 | cs. LG, cs. CL Authors: Bingxi Hou, Guochao Jiang, Guofeng Quan, Weiqing Li, Wenfeng Feng, Guohua Liu, Yuewei Zhang Title: Waypoint-OPD: Transferring RL-Induced Policy Shifts via Gated On-Policy Distillation Arxiv: http://arxiv.org/abs/2610.21601v1 Abstract: Policy-shift distillation reuses the difference between a teacher's log probabilities before and after reinforcement learni...