Key papers

• Autonomous Scientific Discovery via Iterative Meta-Reflection (2026)
  Bingchen Zhao et al.
  2.00
• MMFormalizer: Multimodal Autoformalization in the Wild (2026)
  Jing Xiong et al.
  1.94
• Router-Suggest: Dynamic Routing for Multimodal Auto-Completion in Visually-Grounded Dialogs (2026)
  Sandeep Mishra et al.
  1.94
• DSAEval: Evaluating Data Science Agents on a Wide Range of Real-World Data Science Problems (2026)
  Maojun Sun et al.
  1.94
• Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders (2026)
  Shengbang Tong 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
• MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods (2026)
  Honglin Lin et al.
  1.94
• Unified Personalized Reward Model for Vision Generation (2026)
  Yibin Wang et al.
  1.94
• Length-Unbiased Sequence Policy Optimization: Revealing and Controlling Response Length Variation in RLVR (2026)
  Fanfan Liu et al.
  1.94
• V-Retrver: Evidence-Driven Agentic Reasoning for Universal Multimodal Retrieval (2026)
  Dongyang Chen et al.
  1.94
• AVERE: Improving Audiovisual Emotion Reasoning with Preference Optimization (2026)
  Ashutosh Chaubey et al.
  1.94
• P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads (2026)
  Yun Luo et al.
  1.94
• Efficient Text-Guided Convolutional Adapter for the Diffusion Model (2026)
  Aryan Das et al.
  1.94
• LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding (2026)
  Jihao Qiu et al.
  1.94
• NoLan: Mitigating Object Hallucinations in Large Vision-Language Models via Dynamic Suppression of Language Priors (2026)
  Lingfeng Ren et al.
  1.94
• Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders (2026)
  Boqiang Zhang et al.
  1.94
• Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding (2026)
  Zhongxing Xu et al.
  1.94
• VAREX: A Benchmark for Multi-Modal Structured Extraction from Documents (2026)
  Udi Barzelay 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
• Can MLLMs Read Students' Minds? Unpacking Multimodal Error Analysis in Handwritten Math (2026)
  Dingjie Song et al.
  1.94
• GEMS: Agent-Native Multimodal Generation with Memory and Skills (2026)
  Zefeng He et al.
  1.94
• VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification (2026)
  Jiahao Meng et al.
  1.94
• Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents (2026)
  Bowen Ye et al.
  1.94
• OpenVLThinkerV2: A Generalist Multimodal Reasoning Model for Multi-domain Visual Tasks (2026)
  Wenbo Hu et al.
  1.94
• Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models (2026)
  Shilin Yan et al.
  1.94
• OmniScript: Towards Audio-Visual Script Generation for Long-Form Cinematic Video (2026)
  Junfu Pu et al.
  1.94
• MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments (2026)
  Han Wang et al.
  1.94
• The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm (2026)
  Karan Goyal
  1.94
• Editor's Choice: Evaluating Abstract Intent in Image Editing through Atomic Entity Analysis (2026)
  Mor Ventura et al.
  1.94
• ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning (2026)
  Juncheng Wu et al.
  1.94
• Advancing Creative Physical Intelligence in Large Multimodal Models (2026)
  Cheng Qian et al.
  1.94
• OmniInteract: Benchmarking Real-World Streaming Interaction for Real-Time Omnimodal Assistants (2026)
  Xudong Lu et al.
  1.94
• WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)
  Chengzhi Liu et al.
  1.94
• LoMo: Local Modality Substitution for Deeper Vision-Language Fusion (2026)
  Feng Han et al.
  1.94
• Task-Focused Memorization for Multimodal Agents (2026)
  Tao Zou et al.
  1.94
• Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching (2026)
  Hao Zhong et al.
  1.94
• Watch, Remember, Reason: Human-View Video Understanding with MLLMs (2026)
  Jiahao Meng et al.
  1.94
• Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking (2026)
  Fan Zhang et al.
  1.94
• P3D-Bench: Benchmarking MLLMs for Parametric 3D Generation and Structural Reasoning (2026)
  Yikang Yang et al.
  1.94
• HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers (2026)
  Guozhen Zhang et al.
  1.94
• Beyond Scalar Distances: Semantic Attribute Gradients from Frozen MLLMs for Visual Embeddings (2026)
  Shubhang Bhatnagar 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
• Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning (2026)
  Hohin Kwan et al.
  1.94
• DataComp-VLM: Improved Open Datasets for Vision-Language Models (2026)
  Matteo Farina et al.
  1.94
• UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks (2026)
  Zhekai Chen et al.
  1.94
• SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture (2026)
  Haiwen Diao 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
• GUI-CIDER: Mid-training GUI Agents via Causal Internalization and Density-aware Exemplar Reselection (2026)
  Zheng Wu et al.
  1.89
• Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation (2026)
  Chenghao Zhang et al.
  1.89
• Dynin-Omni: Omnimodal Unified Large Diffusion Language Model (2026)
  Jaeik Kim et al.
  1.83
• Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory (2026)
  Jiaqi Liu et al.
  1.83
• Grid2Matrix: Revealing Digital Agnosia in Vision-Language Models (2026)
  Yunkai Zhang 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
• LumosX: Relate Any Identities with Their Attributes for Personalized Video Generation (2026)
  Jiazheng Xing et al.
  1.78
• UI-Voyager: A Self-Evolving GUI Agent Learning via Failed Experience (2026)
  Zichuan Lin et al.
  1.78