Key papers

• ABot-World-0: Infinite Interactive World Rollout on a Single Desktop GPU (2026)
  Fan Jiang et al.
  17.67
• Boogu-Image-0.1: Boosting Open-Source Unified Multimodal Understanding and Generation (2026)
  Guoxuan Chen et al.
  14.86
• 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
• STEP3-VL-10B Technical Report (2026)
  Ailin Huang et al.
  12.96
• Progress Reward Modeling for Robotic Learning: A Comprehensive Survey (2026)
  Jianshu Zhang et al.
  12.88
• Vision as Unified Multimodal Generation (2026)
  Xiaoyang Han et al.
  12.51
• Urban Socio-Semantic Segmentation with Vision-Language Reasoning (2026)
  Yu Wang et al.
  12.47
• Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional Sports (2024)
  Haopeng Li et al.
  12.40
• Orchestra-o1: Omnimodal Agent Orchestration (2026)
  Fan Zhang et al.
  12.09
• VidVec: Unlocking Video MLLM Embeddings for Video-Text Retrieval (2026)
  Issar Tzachor et al.
  12.05
• When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models (2026)
  Zhengyang Sun et al.
  12.00
• PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models (2026)
  Yueyi Sun et al.
  11.97
• Geometric Action Model for Robot Policy Learning (2026)
  Jisang Han et al.
  11.95
• Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models (2026)
  Yu Zeng et al.
  11.94
• Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction (2026)
  Tencent WorkBuddy Bench Team et al.
  11.87
• Everything in Its Place: Benchmarking Spatial Intelligence of Text-to-Image Models (2026)
  Zengbin Wang et al.
  11.75
• Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On (2026)
  Yong Liu et al.
  11.70
• FORGE: Fine-grained Multimodal Evaluation for Manufacturing Scenarios (2026)
  Xiangru Jian et al.
  11.59
• M$^3$Eval: Multi-Modal Memory Evaluation through Cognitively-Grounded Video Tasks (2026)
  Jie Huang et al.
  11.36
• 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
• Think in Strokes, Not Pixels: Process-Driven Image Generation via Interleaved Reasoning (2026)
  Lei Zhang et al.
  11.00
• SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning (2026)
  Haoyu Huang et al.
  10.63
• Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception (2026)
  Lai Wei et al.
  10.61
• TwinBrainVLA: Unleashing the Potential of Generalist VLMs for Embodied Tasks via Asymmetric Mixture-of-Transformers (2026)
  Bin Yu et al.
  10.48
• OmniVideo-100K: A Dataset for Audio-Visual Reasoning through Structured Scripts and Evidence Chains (2026)
  Xinyue Cai et al.
  10.48
• Cross-Modal Retrieval for Motion and Text via DropTriple Loss (2023)
  Sheng Yan et al.
  10.35
• The Script is All You Need: An Agentic Framework for Long-Horizon Dialogue-to-Cinematic Video Generation (2026)
  Chenyu Mu et al.
  10.30
• MM-Zero: Self-Evolving Multi-Model Vision Language Models From Zero Data (2026)
  Zongxia Li et al.
  10.30
• RANKVIDEO: Reasoning Reranking for Text-to-Video Retrieval (2026)
  Tyler Skow et al.
  10.25
• AURA: Always-On Understanding and Real-Time Assistance via Video Streams (2026)
  Xudong Lu et al.
  10.23
• LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning (2025)
  Zhibin Lan et al.
  10.20
• VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding (2026)
  Ruoliu Yang et al.
  10.13
• Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction (2026)
  Sunqi Fan et al.
  10.13
• UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision (2026)
  Ruiyan Han et al.
  10.06
• Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning (2026)
  Junha Jung et al.
  9.95
• RefineAnything: Multimodal Region-Specific Refinement for Perfect Local Details (2026)
  Dewei Zhou et al.
  9.86
• Text-Vision Co-Instructed Image Editing (2026)
  Chenxi Xie et al.
  9.79
• VisGym: Diverse, Customizable, Scalable Environments for Multimodal Agents (2026)
  Zirui Wang et al.
  9.59
• SkinFlow: Efficient Information Transmission for Open Dermatological Diagnosis via Dynamic Visual Encoding and Staged RL (2026)
  Lijun Liu et al.
  9.54
• Watch Before You Answer: Learning from Visually Grounded Post-Training (2026)
  Yuxuan Zhang et al.
  9.54
• Native Active Perception as Reasoning for Omni-Modal Understanding (2026)
  Zhenghao Xing et al.
  9.48
• IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation (2026)
  Zixuan Li et al.
  9.48
• GutenOCR: A Grounded Vision-Language Front-End for Documents (2026)
  Hunter Heidenreich et al.
  9.43
• VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice (2026)
  Shuming Liu et al.
  9.37
• Omnivec2 -- A Novel Transformer Based Network For Large Scale Multimodal And Multitask Learning (2025)
  Siddharth Srivastava, Gaurav Sharma
  9.34
• UniDDT: Unifying Multimodal Understanding and Generation with Decoupled Diffusion Transformer (2026)
  Shuai Wang et al.
  9.22
• Unified Multimodal Autoregressive Modeling with Shared Context-Visual Tokenizer is Key to Unification (2026)
  Wujian Peng et al.
  9.22
• SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning (2026)
  SingGuard Team
  9.00
• VINO: A Unified Visual Generator with Interleaved OmniModal Context (2026)
  Junyi Chen et al.
  8.99
• Multimodal Fake News Detection: MFND Dataset And Shallow-deep Multitask Learning (2025)
  Ye Zhu, Yunan Wang, Zitong Yu
  8.98
• X-SAM: From Segment Anything to Any Segmentation (2025)
  Hao Wang et al.
  8.91
• DualToken: Towards Unifying Visual Understanding and Generation with Dual Visual Vocabularies (2025)
  Wei Song et al.
  8.89
• Go To Zero: Towards Zero-shot Motion Generation With Million-scale Data (2025)
  Ke Fan, Shunlin Lu, Minyue Dai, et al.
  8.86
• OS-Symphony: A Holistic Framework for Robust and Generalist Computer-Using Agent (2026)
  Bowen Yang et al.
  8.85
• Audio-Visual Flamingo: Open Audio-Visual Intelligence for Long and Complex Videos (2026)
  Sreyan Ghosh et al.
  8.80
• A Safety Report on GPT-5.2, Gemini 3 Pro, Qwen3-VL, Grok 4.1 Fast, Nano Banana Pro, and Seedream 4.5 (2026)
  Xingjun Ma et al.
  8.70