Key papers

• HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding (2026)
  Haowei Zhang et al.
  1.94
• Unified Personalized Reward Model for Vision Generation (2026)
  Yibin Wang et al.
  1.94
• LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding (2026)
  Jihao Qiu et al.
  1.94
• Temporal Gains, Spatial Costs: Revisiting Video Fine-Tuning in Multimodal Large Language Models (2026)
  Linghao Zhang et al.
  1.94
• VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding (2026)
  Ruoliu Yang et al.
  1.94
• ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling (2026)
  Yawen Luo et al.
  1.94
• VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification (2026)
  Jiahao Meng et al.
  1.94
• VEFX-Bench: A Holistic Benchmark for Generic Video Editing and Visual Effects (2026)
  Xiangbo Gao et al.
  1.94
• Building a Precise Video Language with Human-AI Oversight (2026)
  Zhiqiu Lin et al.
  1.94
• SANA-WM: Efficient Minute-Scale World Modeling with Hybrid Linear Diffusion Transformer (2026)
  Haoyi Zhu et al.
  1.94
• Watch, Remember, Reason: Human-View Video Understanding with MLLMs (2026)
  Jiahao Meng et al.
  1.94
• Light-WAM: Efficient World Action Models with State-Fusion Action Decoding (2026)
  Ziang Li et al.
  1.94
• Echo-Memory: A Controlled Study of Memory in Action World Models (2026)
  Wayne King et al.
  1.94
• TurboServe: Serving Streaming Video Generation Efficiently and Economically (2026)
  Youhe Jiang et al.
  1.94
• HumanScale: Egocentric Human Video Can Outperform Real-Robot Data for Embodied Pretraining (2026)
  Juncheng Ma et al.
  1.94
• Physics Question Scene Graph: Fine-grained Evaluation of Physical Plausibility in Text-to-Video Generation (2026)
  Atin Pothiraj et al.
  1.94
• Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning (2026)
  Hohin Kwan et al.
  1.94
• Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction (2026)
  Sunqi Fan et al.
  1.94
• Self-Supervised Learning of Structured Dynamics from Videos (2026)
  Lukas Knobel et al.
  1.94
• OmniPro: A Comprehensive Benchmark for Omni-Proactive Streaming Video Understanding (2026)
  Ruixiang Zhao et al.
  1.89
• DriveDreamer-Policy: A Geometry-Grounded World-Action Model for Unified Generation and Planning (2026)
  Yang Zhou et al.
  1.83
• GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents (2026)
  Mingyu Ouyang et al.
  1.83
• Small Vision-Language Models are Smart Compressors for Long Video Understanding (2026)
  Junjie Fei et al.
  1.83
• ViPO: Visual Preference Optimization at Scale (2026)
  Ming Li et al.
  1.83
• CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management (2026)
  Chao Wang et al.
  1.78
• Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction (2025)
  Rui Qian et al.
  1.28
• Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos (2025)
  Haobo Yuan et al.
  1.28
• IMAGINE-E: Image Generation Intelligence Evaluation of State-of-the-art Text-to-Image Models (2025)
  Jiayi Lei et al.
  1.28
• VideoUFO: A Million-Scale User-Focused Dataset for Text-to-Video Generation (2025)
  Wenhao Wang et al.
  1.28
• Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers (2025)
  Weiming Ren et al.
  1.28
• Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey (2025)
  Yaoting Wang et al.
  1.28
• VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning (2025)
  Ye Liu et al.
  1.28
• ETVA: Evaluation of Text-to-Video Alignment via Fine-grained Question Generation and Answering (2025)
  Kaisi Guan et al.
  1.28
• AMD-Hummingbird: Towards an Efficient Text-to-Video Model (2025)
  Takashi Isobe et al.
  1.28
• FullDiT: Multi-Task Video Generative Foundation Model with Full Attention (2025)
  Xuan Ju et al.
  1.28
• Wan: Open and Advanced Large-Scale Video Generative Models (2025)
  WanTeam et al.
  1.28
• Video-R1: Reinforcing Video Reasoning in MLLMs (2025)
  Kaituo Feng et al.
  1.28
• AnimeGamer: Infinite Anime Life Simulation with Next Game State Prediction (2025)
  Junhao Cheng et al.
  1.28
• SmolVLM: Redefining small and efficient multimodal models (2025)
  Andrés Marafioti et al.
  1.28
• VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning (2025)
  Xinhao Li et al.
  1.28
• Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization (2025)
  Pritam Sarkar et al.
  1.28
• Seed1.5-VL Technical Report (2025)
  Dong Guo et al.
  1.28
• QVGen: Pushing the Limit of Quantized Video Generative Models (2025)
  Yushi Huang et al.
  1.28
• Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding (2025)
  Xiaoyi Zhang et al.
  1.28
• VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization (2025)
  Yunxin Li et al.
  1.28
• SageAttention2++: A More Efficient Implementation of SageAttention2 (2025)
  Jintao Zhang et al.
  1.28
• Normalized Attention Guidance: Universal Negative Guidance for Diffusion Model (2025)
  Dar-Yen Chen et al.
  1.28
• Fostering Video Reasoning via Next-Event Prediction (2025)
  Haonan Wang et al.
  1.28
• VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos (2025)
  Tingyu Song et al.
  1.28
• Ovis2.5 Technical Report (2025)
  Shiyin Lu et al.
  1.28
• MovieCORE: COgnitive REasoning in Movies (2025)
  Gueter Josmy Faure et al.
  1.28
• OmniHuman-1.5: Instilling an Active Mind in Avatars via Cognitive Simulation (2025)
  Jianwen Jiang et al.
  1.28
• SAIL-VL2 Technical Report (2025)
  Weijie Yin et al.
  1.28
• Unleashing the Potential of Multimodal LLMs for Zero-Shot Spatio-Temporal Video Grounding (2025)
  Zaiquan Yang et al.
  1.28
• VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction (2025)
  Hao Wang et al.
  1.28
• Video models are zero-shot learners and reasoners (2025)
  Thaddäus Wiedemer et al.
  1.28
• FrameThinker: Learning to Think with Long Videos via Multi-Turn Frame Spotlighting (2025)
  Zefeng He et al.
  1.28
• OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs (2025)
  Caorui Li et al.
  1.28
• DialectGen: Benchmarking and Improving Dialect Robustness in Multimodal Generation (2025)
  Yu Zhou et al.
  1.28
• Video Reasoning without Training (2025)
  Deepak Sridhar et al.
  1.28