Awesome Video-Language

Key papers

• DreamX-World 1.0: A General-Purpose Interactive World Model (2026)
  DreamX Team et al.
  15.33
• LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories (2026)
  Baochang Ren et al.
  13.59
• Urban Socio-Semantic Segmentation with Vision-Language Reasoning (2026)
  Yu Wang et al.
  12.58
• VidVec: Unlocking Video MLLM Embeddings for Video-Text Retrieval (2026)
  Issar Tzachor et al.
  12.16
• Who Should Lead Decoding Now? Tracking Reliable Trajectories for Ensembling Masked Diffusion Language Models (2026)
  Heecheol Yun et al.
  11.70
• M$^3$Eval: Multi-Modal Memory Evaluation through Cognitively-Grounded Video Tasks (2026)
  Jie Huang et al.
  11.47
• VisionZip: Longer is Better but Not Necessary in Vision Language Models (2024)
  Senqiao Yang et al.
  11.27
• VisualClaw: A Real-Time, Personalized Agent for the Physical World (2026)
  Haoqin Tu et al.
  11.22
• Qwen-RobotWorld Technical Report: Unifying Embodied World Modeling through Language-Conditioned Video Generation (2026)
  Jie Zhang et al.
  11.03
• NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation (2026)
  Huichao Zhang et al.
  10.66
• OmniVideo-100K: A Dataset for Audio-Visual Reasoning through Structured Scripts and Evidence Chains (2026)
  Xinyue Cai et al.
  10.59
• The Script is All You Need: An Agentic Framework for Long-Horizon Dialogue-to-Cinematic Video Generation (2026)
  Chenyu Mu et al.
  10.41
• MM-Zero: Self-Evolving Multi-Model Vision Language Models From Zero Data (2026)
  Zongxia Li et al.
  10.41
• Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning (2026)
  Chi-Pin Huang et al.
  10.38
• Cross-Modal Retrieval for Motion and Text via DropTriple Loss (2023)
  Sheng Yan et al.
  10.35
• Dense Video Captioning Using Graph-based Sentence Summarization (2025)
  Zhiwang Zhang, Dong Xu, Wanli Ouyang, et al.
  10.30
• PEEK: Picking Essential frames via Efficient Knowledge distillation (2026)
  Killian Steunou et al.
  10.29
• VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding (2026)
  Ruoliu Yang et al.
  10.24
• Human Motion Video Generation: A Survey (2025)
  Haiwei Xue, Xiangyang Luo, Zhanghao Hu, et al.
  10.19
• Uni-ViGU: Towards Unified Video Generation and Understanding via A Diffusion-Based Video Generator (2026)
  Luozheng Qin and Jia Gong and Qian Qiao and Tianjiao Li and Li Xu and Haoyu Pan and Chao Qu and Zhiyu Tan and Hao Li
  10.02
• Watch Before You Answer: Learning from Visually Grounded Post-Training (2026)
  Yuxuan Zhang et al.
  9.65
• Show, Tell And Summarize: Dense Video Captioning Using Visual Cue Aided Sentence Summarization (2025)
  Zhiwang Zhang, Dong Xu, Wanli Ouyang, et al.
  9.65
• GutenOCR: A Grounded Vision-Language Front-End for Documents (2026)
  Hunter Heidenreich et al.
  9.54
• On Token's Dilemma: Dynamic MoE with Drift-Aware Token Assignment for Continual Learning of Large Vision Language Models (2026)
  Chongyang Zhao et al.
  9.54
• VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice (2026)
  Shuming Liu et al.
  9.48
• Omnivec2 -- A Novel Transformer Based Network For Large Scale Multimodal And Multitask Learning (2025)
  Siddharth Srivastava, Gaurav Sharma
  9.46
• Pushupbench: Your VLM Is Not Good At Counting Pushups (2026)
  Shengzhi Li, Jiarun Chen, Karun Sharma, et al.
  9.22
• VINO: A Unified Visual Generator with Interleaved OmniModal Context (2026)
  Junyi Chen et al.
  9.10
• Memento: Reconstruct to Remember for Consistent Long Video Generation (2026)
  Xuan Wei et al.
  9.02
• Go To Zero: Towards Zero-shot Motion Generation With Million-scale Data (2025)
  Ke Fan, Shunlin Lu, Minyue Dai, et al.
  8.97
• Vision-language-action Models For Robotics: A Review Towards Real-world Applications (2025)
  Kento Kawaharazuka, Jihoon Oh, Jun Yamada, et al.
  8.65
• RoboVIP: Multi-View Video Generation with Visual Identity Prompting Augments Robot Manipulation (2026)
  Boyang Wang et al.
  8.64
• Stateful Visual Encoders for Vision-Language Models (2026)
  Zirui Wang et al.
  8.57
• 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.
  8.55
• VLS: Steering Pretrained Robot Policies via Vision-Language Models (2026)
  Shuo Liu et al.
  8.52
• Speaking the Language of Science: Toward a General-Purpose Generative Foundation Model for the Natural Sciences (2026)
  Mingyang Li et al.
  8.49
• Small Vision-Language Models are Smart Compressors for Long Video Understanding (2026)
  Junjie Fei et al.
  8.43
• VLA-JEPA: Enhancing Vision-Language-Action Model with Latent World Model (2026)
  Jingwen Sun et al.
  8.22
• ThinkJEPA: Empowering Latent World Models with Large Vision-Language Reasoning Model (2026)
  Haichao Zhang et al.
  8.16
• RANKVIDEO: Reasoning Reranking for Text-to-Video Retrieval (2026)
  Tyler Skow et al.
  8.11
• Vision-language Modeling Meets Remote Sensing: Models, Datasets And Perspectives (2025)
  Xingxing Weng, Chao Pang, Gui-Song Xia
  7.99
• MVEB: Massive Video Embedding Benchmark (2026)
  Adnan El Assadi et al.
  7.98
• Growing a Multi-head Twig via Distillation and Reinforcement Learning to Accelerate Large Vision-Language Models (2025)
  Zhenwei Shao et al.
  7.82
• What Users Leave Unsaid: Under-Specified Queries Limit Vision-Language Models (2026)
  Dasol Choi et al.
  7.81
• Typhoon OCR: Open Vision-Language Model For Thai Document Extraction (2026)
  Surapon Nonesung et al.
  7.68
• Thinking in Frames: How Visual Context and Test-Time Scaling Empower Video Reasoning (2026)
  Chengzu Li et al.
  7.68
• Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone (2025)
  Jiacheng Ye et al.
  7.64
• Loc3R-VLM: Language-based Localization and 3D Reasoning with Vision-Language Models (2026)
  Kevin Qu et al.
  7.51
• BEAR: Benchmarking and Enhancing Multimodal Language Models for Atomic Embodied Capabilities (2025)
  Yu Qi et al.
  7.41
• CombatVLA: An Efficient Vision-Language-Action Model for Combat Tasks in 3D Action Role-Playing Games (2025)
  Peng Chen et al.
  7.24
• Attention-based Transformer Models For Image Captioning Across Languages: An In-depth Survey And Evaluation (2025)
  Israa A. Albadarneh, Bassam H. Hammo, Omar S. Al-Kadi
  7.24
• Object Detection With Multimodal Large Vision-language Models: An In-depth Review (2025)
  Ranjan Sapkota, Manoj Karkee
  7.24
• Towards Vision-Language Geo-Foundation Model: A Survey (2024)
  Yue Zhou et al.
  7.00
• SAGE: A Visual Language Model For Anomaly Detection Via Fact Enhancement And Entropy-aware Alignment (2025)
  Guoxin Zang, Xue Li, Donglin di, et al.
  6.99
• TruthPrInt: Mitigating Large Vision-Language Models Object Hallucination Via Latent Truthful-Guided Pre-Intervention (2025)
  Jinhao Duan et al.
  6.89
• Hulu-med: A Transparent Generalist Model Towards Holistic Medical Vision-language Understanding (2025)
  Songtao Jiang, Yuan Wang, Sibo Song, et al.
  6.87
• Disasterm3: A Remote Sensing Vision-language Dataset For Disaster Damage Assessment And Response (2025)
  Junjue Wang, Weihao Xuan, Heli Qi, et al.
  6.81
• ViDiC: Video Difference Captioning (2025)
  Jiangtao Wu et al.
  6.79
• Multi-Modal Cross-Domain Alignment Network for Video Moment Retrieval (2022)
  Xiang Fang et al.
  6.77
• Vision-Language and Large Language Model Performance in Gastroenterology: GPT, Claude, Llama, Phi, Mistral, Gemma, and Quantized Models (2024)
  Seyed Amir Ahmad Safavi-Naini et al.
  6.67