Key papers

• Qwen3.5-Omni Technical Report (2026)
  Qwen Team
  7.08
• MentalThink: Shaping Thoughts in Mental SVG World (2026)
  Kangheng Lin et al.
  2.00
• Ministral 3 (2026)
  Alexander H. Liu et al.
  1.94
• UniX: Unifying Autoregression and Diffusion for Chest X-Ray Understanding and Generation (2026)
  Ruiheng Zhang et al.
  1.94
• HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding (2026)
  Haowei Zhang et al.
  1.94
• Qwen3-ASR Technical Report (2026)
  Xian Shi et al.
  1.94
• Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation (2026)
  Zihan Su et al.
  1.94
• SONIC-O1: A Real-World Benchmark for Evaluating Multimodal Large Language Models on Audio-Video Understanding (2026)
  Ahmed Y. Radwan et al.
  1.94
• Enhancing Multi-Image Understanding through Delimiter Token Scaling (2026)
  Minyoung Lee et al.
  1.94
• C-ΔΘ: Circuit-Restricted Weight Arithmetic for Selective Refusal (2026)
  Aditya Kasliwal et al.
  1.94
• Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders (2026)
  Boqiang Zhang 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
• VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification (2026)
  Jiahao Meng et al.
  1.94
• Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music (2026)
  Sreyan Ghosh et al.
  1.94
• MiA-Signature: Approximating Global Activation for Long-Context Understanding (2026)
  Yuqing Li et al.
  1.94
• Watch, Remember, Reason: Human-View Video Understanding with MLLMs (2026)
  Jiahao Meng et al.
  1.94
• Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning (2026)
  Jiayi Lei et al.
  1.94
• UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks (2026)
  Zhekai Chen et al.
  1.94
• DocAtlas: Multilingual Document Understanding Across 80+ Languages (2026)
  Ahmed Heakl et al.
  1.89
• MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning (2026)
  Yuxin Liu et al.
  1.89
• OmniPro: A Comprehensive Benchmark for Omni-Proactive Streaming Video Understanding (2026)
  Ruixiang Zhao et al.
  1.89
• VaaWIT: Visual-Aware Adaptation of Large Language Models for Multilingual Web Image Translation (2026)
  Bo Li et al.
  1.89
• Small Vision-Language Models are Smart Compressors for Long Video Understanding (2026)
  Junjie Fei et al.
  1.83
• Audio-Omni: Extending Multi-modal Understanding to Versatile Audio Generation and Editing (2026)
  Zeyue Tian et al.
  1.83
• MAIC-UI: Making Interactive Courseware with Generative UI (2026)
  Shangqing Tu et al.
  1.83
• HERMES++: Toward a Unified Driving World Model for 3D Scene Understanding and Generation (2026)
  Xin Zhou et al.
  1.83
• Beyond Language Modeling: An Exploration of Multimodal Pretraining (2026)
  Shengbang Tong et al.
  1.78
• Qianfan-OCR: A Unified End-to-End Model for Document Intelligence (2026)
  Daxiang Dong et al.
  1.78
• BEAVER: A Training-Free Hierarchical Prompt Compression Method via Structure-Aware Page Selection (2026)
  Zhengpei Hu et al.
  1.78
• No Shortcuts to Culture: Indonesian Multi-hop Question Answering for Complex Cultural Understanding (2026)
  Vynska Amalia Permadi et al.
  1.72
• DUET-VLM: Dual stage Unified Efficient Token reduction for VLM Training and Inference (2026)
  Aditya Kumar Singh et al.
  1.72
• Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos (2025)
  Haobo Yuan et al.
  1.28
• Centurio: On Drivers of Multilingual Ability of Large Vision-Language Model (2025)
  Gregor Geigle et al.
  1.28
• CAD-Editor: A Locate-then-Infill Framework with Automated Training Data Synthesis for Text-Based CAD Editing (2025)
  Yu Yuan et al.
  1.28
• EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents (2025)
  Rui Yang et al.
  1.28
• Taking Notes Brings Focus? Towards Multi-Turn Multimodal Dialogue Learning (2025)
  Jiazheng Liu et al.
  1.28
• Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers (2025)
  Weiming Ren et al.
  1.28
• VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model (2025)
  Haozhan Shen et al.
  1.28
• Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding (2025)
  Tao Zhang et al.
  1.28
• Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization (2025)
  Pritam Sarkar et al.
  1.28
• Phi-4-reasoning Technical Report (2025)
  Marah Abdin et al.
  1.28
• Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities (2025)
  Xinjie Zhang et al.
  1.28
• Seed1.5-VL Technical Report (2025)
  Dong Guo et al.
  1.28
• Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning (2025)
  Xiaokun Wang et al.
  1.28
• BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset (2025)
  Jiuhai Chen et al.
  1.28
• Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis (2025)
  Tianbao Xie et al.
  1.28
• Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding (2025)
  Xiaoyi Zhang et al.
  1.28
• MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness (2025)
  Yunlong Tang et al.
  1.28
• WHEN TO ACT, WHEN TO WAIT: Modeling Structural Trajectories for Intent Triggerability in Task-Oriented Dialogue (2025)
  Yaoyao Qian et al.
  1.28
• OmniGen2: Exploration to Advanced Multimodal Generation (2025)
  Chenyuan Wu et al.
  1.28
• Vision-Language-Vision Auto-Encoder: Scalable Knowledge Distillation from Diffusion Models (2025)
  Tiezheng Zhang et al.
  1.28
• OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding (2025)
  JingLi Lin et al.
  1.28
• Sound and Complete Neuro-symbolic Reasoning with LLM-Grounded Interpretations (2025)
  Bradley P. Allen et al.
  1.28
• Skywork UniPic: Unified Autoregressive Modeling for Visual Understanding and Generation (2025)
  Peiyu Wang et al.
  1.28
• Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory (2025)
  Lin Long et al.
  1.28
• AU-Harness: An Open-Source Toolkit for Holistic Evaluation of Audio LLMs (2025)
  Sidharth Surapaneni et al.
  1.28
• When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs (2025)
  Abhirama Subramanyam Penamakuri et al.
  1.28
• GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning (2025)
  Guizhen Chen et al.
  1.28
• UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning (2025)
  Ye Liu et al.
  1.28