Key papers

• Benchmark Everything Everywhere All at Once (2026)
  Shiyun Xiong et al.
  1.94
• Watch, Remember, Reason: Human-View Video Understanding with MLLMs (2026)
  Jiahao Meng et al.
  1.94
• M3-AGIQA: Multimodal, Multi-Round, Multi-Aspect AI-Generated Image Quality Assessment (2025)
  Chuan Cui et al.
  1.28
• Taking Notes Brings Focus? Towards Multi-Turn Multimodal Dialogue Learning (2025)
  Jiazheng Liu et al.
  1.28
• SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories (2025)
  Muzhi Zhu et al.
  1.28
• R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization (2025)
  Jingyi Zhang 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
• MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models (2025)
  Wulin Xie et al.
  1.28
• Visual Chronicles: Using Multimodal LLMs to Analyze Massive Collections of Images (2025)
  Boyang Deng et al.
  1.28
• Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding (2025)
  Tao Zhang et al.
  1.28
• Unifying Segment Anything in Microscopy with Multimodal Large Language Model (2025)
  Manyu Li et al.
  1.28
• MMMR: Benchmarking Massive Multi-Modal Reasoning Tasks (2025)
  Guiyao Tie et al.
  1.28
• FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow (2025)
  Haoyu Sun et al.
  1.28
• Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning? (2025)
  Junhao Cheng et al.
  1.28
• Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO (2025)
  Muzhi Zhu et al.
  1.28
• Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment (2025)
  Xiaojun Jia 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
• Play to Generalize: Learning to Reason Through Game Play (2025)
  Yunfei Xie et al.
  1.28
• Towards Multimodal Understanding via Stable Diffusion as a Task-Aware Feature Extractor (2025)
  Vatsal Agarwal et al.
  1.28
• OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding (2025)
  JingLi Lin et al.
  1.28
• Ovis2.5 Technical Report (2025)
  Shiyin Lu et al.
  1.28
• Visual Representation Alignment for Multimodal Large Language Models (2025)
  Heeji Yoon 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
• DragFlow: Unleashing DiT Priors with Region Based Supervision for Drag Editing (2025)
  Zihan Zhou et al.
  1.28
• Thinking with Programming Vision: Towards a Unified View for Thinking with Images (2025)
  Zirun Guo et al.
  1.28
• Mitigating Object and Action Hallucinations in Multimodal LLMs via Self-Augmented Contrastive Alignment (2025)
  Kai-Po Chang et al.
  1.28
• Needle In A Multimodal Haystack (2024)
  Weiyun Wang et al.
  —
• LLaNA: Large Language and NeRF Assistant (2024)
  Andrea Amaduzzi et al.
  —
• VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI (2024)
  Sijie Cheng et al.
  —
• GATE OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation (2024)
  Pengfei Zhou et al.
  —