Key papers

• DanceOPD: On-Policy Generative Field Distillation (2026)
  Wei Zhou et al.
  15.12
• OvisOCR2 Technical Report (2026)
  Shiyin Lu et al.
  12.92
• ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog (2026)
  Lingao Xiao et al.
  12.80
• LightMem-Ego: Your AI Memory for Everyday Life (2026)
  Yijun Chen et al.
  12.37
• MultAttnAttrib: Training-Free Multimodal Attribution in Long Document Question Answering (2026)
  Dang Quang Thien Tran et al.
  8.86
• Hy-Embodied-VLM-1.0: Efficient Physical-World Agents (2026)
  Ziyi Wang et al.
  7.69
• Einstein World Models (2026)
  Munachiso Samuel Nwadike et al.
  5.82
• SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search (2026)
  Ming Dai et al.
  5.82
• Rosetta: Composable Native Multimodal Pretraining (2026)
  Xiangyue Liu et al.
  5.49
• StochasT: Learning with Stochastic Turn Depth for Visual Instruction Tuning (2026)
  Yuan Qing et al.
  5.49
• MindEdit-Bench: Benchmarking Object-Level Counterfactual Spatial Reasoning in VLMs from In-the-Wild Photos (2026)
  Leyuan Yu et al.
  5.49
• SQuaD-SQL: Efficient Text-to-SQL with Small Language Models via LLM-Guided Knowledge Distillation (2026)
  Wangyu Wu et al.
  5.01
• Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing (2026)
  Feng Wang et al.
  5.01
• Mixture of Probes: Learning from Privileged Modalities in Multimodal LLMs Through Probing (2026)
  Dominick Reilly et al.
  5.01
• Letter Lemmatization: One-to-one and Banded RNNs for Reversing Character-Set Simplification and Abbreviation in Medieval Text (2026)
  Anguelos Nicolaou et al.
  5.01
• Just Keep Prompting: Evaluating Repetitive Socratic Prompting in VLMs (2026)
  Shayda Moezzi et al.
  5.01
• ReportMedSAM: Guiding Segmentation Through Radiology Reports (2026)
  Anghong Du et al.
  5.01
• MonteRET: AI Agent Enhancing Multimodal LLMs with Multi-granularity Knowledge Retrieval for Chest CT Report Generation (2026)
  Yi Lin et al.
  5.01
• SD-MAR: Multi-image Analytical Reasoning via Synthetic Data and Reinforcement Learning (2026)
  Shiyu Yuan et al.
  5.01
• Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA (2026)
  Sushant Gautam et al.
  5.01
• LLM-Driven AutoML for Cross-Lingual Handwritten OCR: Closed-Loop Neural Architecture Search with GPT-5, GPT-4o, and Claude Sonnet 4 (2026)
  Mobina Kashaniyan et al.
  5.01
• Personalized Image Aesthetic Assessment via Preference-rich Sample Mining and Cohort Merging (2026)
  Zhichao Yang et al.
  5.01
• Dual-Edged Homogeneous-Modality Similarity: Towards Visible-Infrared Modality-Incomplete Person Re-Identification with Modality Adaptive Matching (2026)
  Xin Xu et al.
  5.01
• TAP-RAG: Task-Aware Policy Control for Long-Document Multimodal Question Answering (2026)
  Zhong Ji et al.
  5.01
• Now You See the Hate: Adaptive View Retrieval for Hidden Hateful Illusions (2026)
  Qianpu Chen et al.
  5.01
• Webly Supervised Multi-Label Recognition: Evaluation Benchmark and Dual-Branch Multi-Label Contrastive Learning (2026)
  Zhihua Xu et al.
  5.01
• Achieving Text-based Person Retrieval with Any Granularity (2026)
  Jialong Zuo et al.
  5.01
• From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models (2026)
  Haoxiang Sun et al.
  4.95
• HarmVideoBench: Benchmarking Harmful Video Understanding in Large Multimodal Models (2026)
  Jiajun Wu et al.
  4.95
• Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning (2026)
  Tianyi Men et al.
  4.95
• MORE: A Multilingual Document Parsing Benchmark and Evaluation (2026)
  Long Xu et al.
  4.39
• Efficient Decentralized Multi-task Dataset Valuation via Model Merging (2026)
  Mohammadsajad Alipour et al.
  4.39
• When Simpler Is Better: Evaluating Translation Pipelines for Medieval Latin Manuscripts (2026)
  Nguyen Kim Hai Bui et al.
  4.39
• Dashboard2Code: Evaluating Multimodal Models on Reconstructing Interactive Dashboards (2026)
  Tianhao Niu et al.
  4.39
• Beyond Modality Fusion: Deep Ensembles for Multimodal Classification (2026)
  Ilya Burenko et al.
  4.39
• A Multimodal Reasoning Typology for Grounding Chart-Image Coherence in Science Communication (2026)
  Avina Nakarmi et al.
  4.39
• Reconfigurable Radiology Labels Without Relabeling (2026)
  Jean-Benoit Delbrouck et al.
  4.39
• Time Imprint: Learning Time-Aware Representations in Multi-Modal Knowledge Graphs (2026)
  Pengyu Zhang et al.
  4.39
• Do Transformer Temporal Heads and Post-Pooling Motion Gates Help CorrNet-based CSLR? An Empirical Study (2026)
  Lisi Wang et al.
  4.39
• What Does Your Short-Answer VQA Score Actually Measure? Evaluator-Dependent Instability in Multimodal Short-Answer Benchmarks (2026)
  Guanhua Ye et al.
  4.39
• ChartSync: A Benchmark for Visuo-Logical Cascading Chart Editing (2026)
  Jiakang Yu et al.
  4.39
• Not All Color Categories Are Equally Stable: A Multilingual Free Color Naming Experiment (2026)
  Nuray Toganas et al.
  4.39
• Simple Features and Honest Calibration for Ambivalence and Hesitancy Recognition in Video (2026)
  Vikas Kumar et al.
  4.39
• SISA-Rec: A Semantically Integrated Sequential Recommender with Contrastive Alignment (2026)
  Soohan Abbasi et al.
  4.39
• GDP.pdf: Benchmarking Grounded Multimodal Reasoning over Professional PDF Documents (2026)
  Suhaas Garre et al.
  4.39
• MM-ToolSandBox: A Unified Framework for Evaluating Visual Tool-Calling Agents (2026)
  Kaixin Ma et al.
  4.39
• 2D Rotary Position Embedding for Scene Text Recognition with Transformers (2026)
  Zobeir Raisi
  4.39
• Barnamala: Parameter-Efficient Handwritten Devanagari Recognition at Benchmark Saturation (2026)
  Ashish Thapa et al.
  4.39
• Multi-Expert Routing for Multi-Domain Low-Resource OCR: A Manchu Case Study (2026)
  Zhan Chen et al.
  4.39
• When Language Representations Interact: Separability and Cross-Lingual Effects in LLMs (2026)
  Boris Marinov et al.
  4.33
• When the Tool Decides: LLM Agents Defer Blindly to Graph Neural Network Tools, and Stronger Backbones Defer More (2026)
  Zhongyuan Wang et al.
  4.33
• SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning (2026)
  SingGuard Team
  4.33
• Learning Diachronic Representations of Ancient Greek Letterforms (2026)
  John Pavlopoulos et al.
  4.33
• Multilingual Hematology Visual Question Answering Dataset (2026)
  Hajra Malik et al.
  4.33
• Uncertainty Quantification for Computer-Use Agents: A Benchmark across Vision-Language Models and GUI Grounding Datasets (2026)
  Divake Kumar et al.
  4.33
• How Robust is OCR-Reasoning? Evaluating OCR-Reasoning Robustness of Vision-Language Models under Visual Perturbations (2026)
  Yuxing Cheng et al.
  4.33
• Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models (2026)
  Akshay Paruchuri et al.
  4.33
• Just how sure are you? Improving Verbalized Uncertainty Calibration in Medical VQA (2026)
  Eren Senoglu et al.
  4.33
• Verifiable Geometry Problem Solving: Solver-Driven Autoformalization and Theorem Proposing (2026)
  Can Li et al.
  4.33
• UniCA: Bi-directional Cross-Attention with Positive Similarity Loss for Robust Multi-Modal Retrieval (2026)
  Yini Huang et al.
  4.33