Key papers

• ABot-World-0: Infinite Interactive World Rollout on a Single Desktop GPU (2026)
  Fan Jiang et al.
  17.67
• Orca: The World is in Your Mind (2026)
  Yihao Wang et al.
  14.63
• InterleaveThinker: Reinforcing Agentic Interleaved Generation (2026)
  Dian Zheng et al.
  14.27
• LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories (2026)
  Baochang Ren et al.
  13.47
• UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks (2026)
  Zhekai Chen et al.
  13.35
• In-Context World Modeling for Robotic Control (2026)
  Siyin Wang et al.
  13.08
• Progress Reward Modeling for Robotic Learning: A Comprehensive Survey (2026)
  Jianshu Zhang et al.
  12.88
• Orchestra-o1: Omnimodal Agent Orchestration (2026)
  Fan Zhang et al.
  12.09
• Geometric Action Model for Robot Policy Learning (2026)
  Jisang Han et al.
  11.95
• Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction (2026)
  Tencent WorkBuddy Bench Team et al.
  11.87
• Task-Focused Memorization for Multimodal Agents (2026)
  Tao Zou et al.
  11.14
• VisualClaw: A Real-Time, Personalized Agent for the Physical World (2026)
  Haoqin Tu et al.
  11.11
• Qwen-RobotWorld Technical Report: Unifying Embodied World Modeling through Language-Conditioned Video Generation (2026)
  Jie Zhang et al.
  11.02
• SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning (2026)
  Haoyu Huang et al.
  10.63
• FASTER: Rethinking Real-Time Flow VLAs (2026)
  Yuxiang Lu et al.
  10.52
• TwinBrainVLA: Unleashing the Potential of Generalist VLMs for Embodied Tasks via Asymmetric Mixture-of-Transformers (2026)
  Bin Yu et al.
  10.48
• The Script is All You Need: An Agentic Framework for Long-Horizon Dialogue-to-Cinematic Video Generation (2026)
  Chenyu Mu et al.
  10.30
• AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents (2026)
  Kunlun Zhu et al.
  10.28
• Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning (2026)
  Chi-Pin Huang et al.
  10.26
• Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction (2026)
  Sunqi Fan et al.
  10.13
• Think3D: Thinking with Space for Spatial Reasoning (2026)
  Zaibin Zhang et al.
  9.98
• HumanScale: Egocentric Human Video Can Outperform Real-Robot Data for Embodied Pretraining (2026)
  Juncheng Ma et al.
  9.62
• VisGym: Diverse, Customizable, Scalable Environments for Multimodal Agents (2026)
  Zirui Wang et al.
  9.59
• Native Active Perception as Reasoning for Omni-Modal Understanding (2026)
  Zhenghao Xing et al.
  9.48
• Vision-language-action Models For Robotics: A Review Towards Real-world Applications (2025)
  Kento Kawaharazuka, Jihoon Oh, Jun Yamada, et al.
  9.48
• CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models (2025)
  Qingqing Zhao et al.
  8.89
• OS-Symphony: A Holistic Framework for Robust and Generalist Computer-Using Agent (2026)
  Bowen Yang et al.
  8.85
• Information-theoretic Graph Fusion With Vision-language-action Model For Policy Reasoning And Dual Robotic Control (2025)
  Shunlei Li, Longsen Gao, Jin Wang, et al.
  8.81
• RoboVIP: Multi-View Video Generation with Visual Identity Prompting Augments Robot Manipulation (2026)
  Boyang Wang et al.
  8.53
• Stateful Visual Encoders for Vision-Language Models (2026)
  Zirui Wang et al.
  8.46
• Open-Vocabulary Octree-Graph for 3D Scene Understanding (2024)
  Zhigang Wang et al.
  8.44
• VLS: Steering Pretrained Robot Policies via Vision-Language Models (2026)
  Shuo Liu et al.
  8.41
• Harness-G: A Graph-Structured Harness for Search Agents (2026)
  Yanning Hou et al.
  8.41
• CanvasAgent: Enabling Complex Image Creation and Editing via Visual Tool Orchestration (2026)
  Hairui Zhu et al.
  8.40
• ProMSA:Progressive Multimodal Search Agents for Knowledge-Based Visual Question Answering (2026)
  ZhengXian Wu et al.
  8.34
• VLA-JEPA: Enhancing Vision-Language-Action Model with Latent World Model (2026)
  Jingwen Sun et al.
  8.11
• Future Optical Flow Prediction Improves Robot Control & Video Generation (2026)
  Kanchana Ranasinghe et al.
  8.05
• Experience Transfer for Multimodal LLM Agents in Minecraft Game (2026)
  Chenghao Li et al.
  7.74
• Hy-Embodied-VLM-1.0: Efficient Physical-World Agents (2026)
  Ziyi Wang et al.
  7.63
• Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone (2025)
  Jiacheng Ye et al.
  7.53
• BEAR: Benchmarking and Enhancing Multimodal Language Models for Atomic Embodied Capabilities (2025)
  Yu Qi et al.
  7.30
• SWE-Touch: Benchmarking Coding Agents When Users Touch the Code (2026)
  Yuqiao Tan et al.
  7.15
• CombatVLA: An Efficient Vision-Language-Action Model for Combat Tasks in 3D Action Role-Playing Games (2025)
  Peng Chen et al.
  7.13
• DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations (2026)
  Jiazhen Jiang et al.
  6.89
• Reinforcement Learning For Large Model: A Survey (2025)
  Weijia Wu, Chen Gao, Joya Chen, et al.
  6.67
• From Spatial to Actions: Grounding Vision-Language-Action Model in Spatial Foundation Priors (2025)
  Zhengshen Zhang et al.
  6.56
• Embodied AI With Foundation Models For Mobile Service Robots: A Systematic Review (2025)
  Matthew Lisondra, Beno Benhabib, Goldie Nejat
  6.53
• Mastering PokeGym: Graph-Guided Multimodal Evolution at Test Time (2026)
  Ruizhi Zhang et al.
  6.50
• Self in Space: Benchmarking Self-Awareness and Spatial Cognition in UAV Embodied Intelligence (2026)
  Zhishan Zou et al.
  6.43
• PanoGen++: Domain-Adapted Text-Guided Panoramic Environment Generation for Vision-and-Language Navigation (2025)
  Sen Wang et al.
  6.36
• Paper2poster: Towards Multimodal Poster Automation From Scientific Papers (2025)
  Wei Pang, Kevin Qinghong Lin, Xiangru Jian, et al.
  6.21
• Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering (2026)
  Yanjie Zhang et al.
  6.19
• Xiaomi-Robotics-0: An Open-Sourced Vision-Language-Action Model with Real-Time Execution (2026)
  Ruisi Cai et al.
  6.14
• Alpamayo-r1: Bridging Reasoning And Action Prediction For Generalizable Autonomous Driving In The Long Tail (2025)
  Nvidia, :, Yan Wang, et al.
  6.08
• Code2video: A Code-centric Paradigm For Educational Video Generation (2025)
  Yanzhe Chen, Kevin Qinghong Lin, Mike Zheng Shou
  6.02
• Infigui-g1: Advancing GUI Grounding With Adaptive Exploration Policy Optimization (2025)
  Yuhang Liu, Zeyu Liu, Shuanghe Zhu, et al.
  5.87
• Nanbeige4.2-3B: Unlocking Agentic Capabilities in a Compact Model (2026)
  Nanbeige Lab et al.
  5.82
• SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search (2026)
  Ming Dai et al.
  5.76
• Flightgpt: Towards Generalizable And Interpretable UAV Vision-and-language Navigation With Vision-language Models (2025)
  Hengxing Cai, Jinhan Dong, Jingjun Tan, et al.
  5.70
• Hierarchical-task-aware Multi-modal Mixture Of Incremental Lora Experts For Embodied Continual Learning (2025)
  Ziqi Jia, Anmin Wang, Xiaoyang Qu, et al.
  5.70