01 · Oct 21Reading, Writing, Sharing, and Interacting with the World through VideoShengqiong Wu, Meng Luo, Bobo Li and 5 morearXiv 2610.31668 Hugging Face 273Upvotes
02 · Oct 23Trajectory2Gym: Decision-Grounded Compositional Interaction Synthesis for Tool-Use AgentsYihao Hu, Zhihao Wen, Yitong Lin and 5 morearXiv 2610.33568 Hugging Face 104Upvotes
03 · Oct 25StreamVibe: Proactive Video Agents for Evolving User IntentChengzhi Liu, Yuxiang Lai, Yuzhe Yang and 13 morearXiv 2610.34662 Hugging Face 85Upvotes
04 · Oct 22Trial by Trace: Benchmarking AI Agent Harnesses for Reliability and Failure AttributionZhiyong Cao, Hengjie Zhu, Yongxin Wang and 20 morearXiv 2610.32285 Hugging Face 73Upvotes
05 · Oct 24InteractiveWorld: A Verifiable Human-Centric Environment for Building Better Interactive MLLM AssistantsQinsi Wang, Wei Wen, Chong Zhou and 7 morearXiv 2610.33966 Hugging Face 71Upvotes
06 · Oct 22WorldCast: World-Consistent Character Video Generation with Large-Angle Camera ControlLei Cao, Yu Liu, Wenhua Liao and 7 morearXiv 2610.33135 Hugging Face 38Upvotes
07 · Oct 24DynaFlow: Learning Free-Form Multi-Agent OrchestrationRuhao Liu, Qi Li, Shizun Wang and 1 morearXiv 2610.34467 Hugging Face 26Upvotes
08 · Oct 23Eat Your Precision: Precision Objective Mitigates Reward Hacking in Rubric-based RLHyun Ryu, Jong-Heon Kim, Yiqing Xie and 3 morearXiv 2610.33512 Hugging Face 19Upvotes
09 · Oct 24Spatial Audio Generation and Editing with Executable Plans and Self-Distilling TransfusionKam Man Wu, Yu Zhang, Pengjun Fang and 4 morearXiv 2610.34415 Hugging Face 16Upvotes
10 · Oct 22Principia: Test-Time Hypotheses to Principle Construction for Scientific DiscoveryDongki Kim, Sangwoo Park, Jinheon Baek and 2 morearXiv 2610.32195 Hugging Face 16Upvotes
11 · Oct 22World-in-Context: Interactive Video World Modeling with In-Context ConditioningHarold Haodong Chen, Rui Peng, Rongjin Guo and 4 morearXiv 2610.33169 Hugging Face 16Upvotes
12 · Oct 22DiscoDemo: Discovering Efficient and Diverse Robot Demonstrations for Imitation LearningMinho Park, Kinam Kim, Donghu Kim and 6 morearXiv 2610.32093 Hugging Face 16Upvotes
13 · Oct 24Δτ-Bench: Pushing Agents Toward a Moving CapabilityShuofei Qiao, Xuanguang Pan, Yijun Chen and 6 morearXiv 2610.34238 Hugging Face 15Upvotes
14 · Oct 23Qwen-Image-PE: Learning Visual Design for Text-to-Image Prompt EnhancementZekai Zhang, Yanran Zhang, Shengming Yin and 26 morearXiv 2610.33472 Hugging Face 15Upvotes
15 · Oct 25Work Agents: Systems, Capabilities, and OptimizationZishan Xu, Enjun Du, Mingqi Gao and 13 morearXiv 2610.35845 Hugging Face 14Upvotes
16 · Oct 20Building Auditable AI Text Detectors with Sparse AutoencodersLiam Dugan, Callum McDougall, Matthew Denton and 3 morearXiv 2610.30006 Hugging Face 10Upvotes
17 · Oct 25Trustworthy Recursive Self-Improvement in the Era of Large Models: Foundation, Risks, Evaluation and Open ChallengesJiayue Pu, Ang Gao, Jinyi Bai and 9 morearXiv 2610.35193 Hugging Face 9Upvotes
18 · Oct 24Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM AgentsHaoyu Zhao, Sitian Tu, Yuxuan Huang and 16 morearXiv 2610.33956 Hugging Face 9Upvotes
19 · Oct 24RynnVLA-Latent: Scaling Robotic Manipulation Foundation Models with 3D-Grounded Latent ActionsHaoyu Zhao, Xingyue Zhao, Zhian Su and 11 morearXiv 2610.34356 Hugging Face 7Upvotes
20 · Oct 24ProAS: A Progress-Aware Advantage Shaping Framework for Multi-Turn Agentic Reinforcement LearningBowen Ding, Mingda Wan, Yuhan Chen and 7 morearXiv 2610.18683 Hugging Face 7Upvotes