Key papers

• BizGen: Advancing Article-level Visual Text Rendering for Infographics Generation (2025)
  Yuyang Peng et al.
  3.81
• WebGym: Scaling Training Environments for Visual Web Agents with Realistic Tasks (2026)
  Hao Bai et al.
  1.94
• Unified Thinker: A General Reasoning Modular Core for Image Generation (2026)
  Sashuai Zhou et al.
  1.94
• UniX: Unifying Autoregression and Diffusion for Chest X-Ray Understanding and Generation (2026)
  Ruiheng Zhang et al.
  1.94
• Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation (2026)
  Zihan Su et al.
  1.94
• Unified Personalized Reward Model for Vision Generation (2026)
  Yibin Wang et al.
  1.94
• V-Retrver: Evidence-Driven Agentic Reasoning for Universal Multimodal Retrieval (2026)
  Dongyang Chen et al.
  1.94
• Fine-T2I: An Open, Large-Scale, and Diverse Dataset for High-Quality T2I Fine-Tuning (2026)
  Xu Ma et al.
  1.94
• Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception (2026)
  Lai Wei et al.
  1.94
• Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders (2026)
  Boqiang Zhang et al.
  1.94
• NanoVDR: Distilling a 2B Vision-Language Retriever into a 70M Text-Only Encoder for Visual Document Retrieval (2026)
  Zhuchenyang Liu et al.
  1.94
• Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding (2026)
  Zhongxing Xu et al.
  1.94
• Rethinking UMM Visual Generation: Masked Modeling for Efficient Image-Only Pre-training (2026)
  Peng Sun et al.
  1.94
• Temporal Gains, Spatial Costs: Revisiting Video Fine-Tuning in Multimodal Large Language Models (2026)
  Linghao Zhang et al.
  1.94
• Do VLMs Need Vision Transformers? Evaluating State Space Models as Vision Encoders (2026)
  Shang-Jui Ray Kuo 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
• Can MLLMs Read Students' Minds? Unpacking Multimodal Error Analysis in Handwritten Math (2026)
  Dingjie Song et al.
  1.94
• SeGPruner: Semantic-Geometric Visual Token Pruner for 3D Question Answering (2026)
  Wenli Li et al.
  1.94
• Vero: An Open RL Recipe for General Visual Reasoning (2026)
  Gabriel Sarch et al.
  1.94
• Qualixar OS: A Universal Operating System for AI Agent Orchestration (2026)
  Varun Pratap Bhardwaj
  1.94
• Seeing Isn't Believing: Uncovering Blind Spots in Evaluator Vision-Language Models (2026)
  Mohammed Safi Ur Rahman Khan et al.
  1.94
• Building a Precise Video Language with Human-AI Oversight (2026)
  Zhiqiu Lin et al.
  1.94
• MementoGUI: Learning Agentic Multimodal Memory Control for Long-Horizon GUI Agents (2026)
  Ziyun Zeng et al.
  1.94
• LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence (2026)
  Xiang An et al.
  1.94
• Advancing Creative Physical Intelligence in Large Multimodal Models (2026)
  Cheng Qian et al.
  1.94
• WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)
  Chengzhi Liu et al.
  1.94
• Optical Reasoning: Rethinking Images as an Expressive Reasoning Medium Beyond Text (2026)
  Yutong Bian et al.
  1.94
• Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training (2026)
  Michal Chudoba et al.
  1.94
• Reroute, Don't Remove: Recoverable Visual Token Routing for Vision-Language Models (2026)
  Cheng-Yu Yang et al.
  1.94
• HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers (2026)
  Guozhen Zhang et al.
  1.94
• Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence (2026)
  Xuanle Zhao et al.
  1.94
• Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation (2026)
  Sihan Wang et al.
  1.94
• StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs (2026)
  Shaghayegh Kolli et al.
  1.94
• InstanceControl: Controllable Complex Image Generation without Instance Labeling (2026)
  Xiaoyu Liu et al.
  1.94
• Chain of Evidence: Pixel-Level Visual Attribution for Iterative Retrieval-Augmented Generation (2026)
  Peiyang Liu et al.
  1.89
• ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration (2026)
  Ruofeng Yang et al.
  1.89
• VaaWIT: Visual-Aware Adaptation of Large Language Models for Multilingual Web Image Translation (2026)
  Bo Li et al.
  1.89
• Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation (2026)
  Chenghao Zhang et al.
  1.89
• Function2Scene: 3D Indoor Scene Layout from Functional Specifications (2026)
  Ruiqi Wang et al.
  1.89
• Small Vision-Language Models are Smart Compressors for Long Video Understanding (2026)
  Junjie Fei et al.
  1.83
• Grid2Matrix: Revealing Digital Agnosia in Vision-Language Models (2026)
  Yunkai Zhang et al.
  1.83
• ViPO: Visual Preference Optimization at Scale (2026)
  Ming Li et al.
  1.83
• Beyond SFT-to-RL: Pre-alignment via Black-Box On-Policy Distillation for Multimodal RL (2026)
  Sudong Wang et al.
  1.83
• Beyond Language Modeling: An Exploration of Multimodal Pretraining (2026)
  Shengbang Tong et al.
  1.78
• CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management (2026)
  Chao Wang et al.
  1.78
• Story2Proposal: A Scaffold for Structured Scientific Paper Writing (2026)
  Zhuoyang Qian et al.
  1.78
• VectorGym: A Multitask Benchmark for SVG Code Generation, Sketching, and Editing (2026)
  Juan Rodriguez et al.
  1.78
• Generative Visual Code Mobile World Models (2026)
  Woosung Koh et al.
  1.72
• Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models (2026)
  Yu Zeng et al.
  1.72
• WorldVQA: Measuring Atomic World Knowledge in Multimodal Large Language Models (2026)
  Runjie Zhou 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
• Ref-Adv: Exploring MLLM Visual Reasoning in Referring Expression Tasks (2026)
  Qihua Dong et al.
  1.72
• MMDocIR: Benchmarking Multi-Modal Retrieval for Long Documents (2025)
  Kuicai Dong et al.
  1.28
• The Jumping Reasoning Curve? Tracking the Evolution of Reasoning Performance in GPT-[n] and o-[n] Models on Multimodal Puzzles (2025)
  Vernon Y. H. Toh et al.
  1.28
• YINYANG-ALIGN: Benchmarking Contradictory Objectives and Proposing Multi-Objective Optimization based DPO for Text-to-Image Alignment (2025)
  Amitava Das et al.
  1.28
• The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering (2025)
  Zhuowei Li et al.
  1.28
• EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents (2025)
  Rui Yang et al.
  1.28
• Q-Eval-100K: Evaluating Visual Quality and Alignment Level for Text-to-Vision Content (2025)
  Zicheng Zhang et al.
  1.28
• Teaching Metric Distance to Autoregressive Multimodal Foundational Models (2025)
  Jiwan Chung et al.
  1.28
• VisualSimpleQA: A Benchmark for Decoupled Evaluation of Large Vision-Language Models in Fact-Seeking Question Answering (2025)
  Yanling Wang et al.
  1.28