多模态大模型论文趋势 2023–2026
视觉语言模型、图像/视频理解与生成式多模态基础模型
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 11,209 篇被归入该主题的论文。
主要结论
- 多模态大模型论文从 2023 年的 1,226 篇增长到 2026 年的 5,192 篇，三年间扩大到约 4.2 倍。
- NeurIPS 是发多模态大模型论文最多的会议，2023–2026 年共 3,319 篇，占四个会议总量的 30%。
- 交叉方向里涨得最快的是应用 · computer vision：同时属于两个主题的论文从 2023 年的 35 篇增至 2026 年的 596 篇。
- 在「前沿系统」的 4 个主题里，它的 2026 年论文数排第 1；同组增长最快的AI 智能体是 12 倍，多模态大模型是 4.2 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 433 | 138 | 146 | 509 | 1,226 |
| 2024 | 446 | 321 | 323 | 626 | 1,716 |
| 2025 | 1,074 | 816 | 390 | 795 | 3,075 |
| 2026 | 1,366 | 1,401 | 1,051 | 1,374 | 5,192 |
代表论文
按年份和会议均匀挑选，方便快速看到每一届的样貌
- NeurIPS 2026$\text{A}^3$-VLA: Automatic Perception-Guided Attention Alignment for Robot Manipulation
- ICML 2026[CLS] is Not Enough: Multi-Label Recognition via Patch-Level Inference and Adaptive Aggregation
- ICLR 2026A Balanced Neuro-Symbolic Approach for Commonsense Abductive Logic
- CVPR 20263D Space as a Scratchpad for Editable Text-to-Image Generation
- NeurIPS 2025$\Delta \mathrm{Energy}$: Optimizing Energy Change During Vision-Language Alignment Improves both OOD Detection and OOD Generalization
- ICML 2025Adapting While Learning: Grounding LLMs for Scientific Problems with Tool Usage Adaptation
- ICLR 2025$\gamma-$MoD: Exploring Mixture-of-Depth Adaptation for Multimodal Large Language Models
- CVPR 20252DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image Classification
- NeurIPS 2024A Concept-Based Explainability Framework for Large Multimodal Models
- ICML 2024A Multimodal Automated Interpretability Agent
- ICLR 2024Alt-Text with Context: Improving Accessibility for Images on Twitter
- CVPR 2024Data-Efficient Multimodal Fusion on a Single GPU
- NeurIPS 20234M: Massively Multimodal Masked Modeling
- ICML 2023$\pi$-Tuning: Transferring Multimodal Foundation Models with Optimal Multi-task Interpolation
- ICLR 2023A Primal-Dual Framework for Transformers and Neural Networks
- CVPR 20233D Concept Learning and Reasoning From Multi-View Images
- NeurIPS 2026$\texttt{bispectrum}$: Selective $G$-Bispectra Made Practical
- ICML 2026$G^2$-Reader: Dual Evolving Graphs for Multimodal Document QA
- ICLR 2026A Comprehensive Information-Decomposition Analysis of Large Vision-Language Models
- CVPR 20263D-IDE 3D Implicit Depth Emergent
全部多模态大模型论文
共 11,207 篇，第 28 / 225 页
- CVPR 2026Where Does Vision Meet Language Understanding and Refining Visual Fusion
- CVPR 2026Where MLLMs Attend and What They Rely On Explaining Autoregressive
- CVPR 2026Which Concepts to Forget and How to Refuse Decomposing Concepts
- CVPR 2026White-Balance First Adjust Later Cross-Camera Color Constancy via Vision-Language Evaluation
- CVPR 2026Why Does RL Generalize Better Than SFT A Data-Centric Perspective
- CVPR 2026Widget2Code From Visual Widgets to UI Code via Multimodal LLMs
- CVPR 2026WildCap Facial Albedo Capture in the Wild via Hybrid Inverse
- CVPR 2026WildPose A Unified Framework for Robust Pose Estimation in the
- CVPR 2026Will Multimodal Models Be Dazzled by Multi-Image Visual Puzzles
- CVPR 2026WISER Wider Search Deeper Thinking and Adaptive Fusion for Training-Free
- CVPR 2026World in a Frame Understanding Culture Mixing as a New
- CVPR 2026WorldMM Dynamic Multimodal Memory Agent for Long Video Reasoning
- CVPR 2026X-PCR A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic
- CVPR 2026x2-Fusion Cross-Modality and Cross-Dimension Flow Estimation in Event Edge Space
- CVPR 2026XPaintNet An eXtreme Lightweight Framework for Stereoscopic Conversion without Inpainting
- CVPR 2026YieldSAT A Multimodal Benchmark Dataset for High-Resolution Crop Yield Prediction
- CVPR 2026YOSE You Only Select Essential Tokens for Efficient DiT-based Video
- CVPR 2026Your One-Stop Solution for AI-Generated Video Detection
- CVPR 2026Zero-Shot Depth Completion with Vision-Language Model
- CVPR 2026ZINA Multimodal Fine-grained Hallucination Detection and Editing
- CVPR 2026ZOO-Prune Training-Free Token Pruning via Zeroth-Order Gradient Estimation in Vision-Language
- CVPR 2026ZoomEarth Active Perception for Ultra-High-Resolution Geospatial Vision-Language Tasks
- ICLR 2026(Token-Level) \textbf{InfoRMIA}: Stronger Membership Inference and Privacy Assessment for LLMs
- ICLR 2026$AutoDrive\text{-}P^3$: Unified Chain of Perception–Prediction–Planning Thought via Reinforcement Fine-Tuning
- ICLR 2026$p\textrm{-less}$ Sampling: A Robust Hyperparameter-Free Approach for LLM Decoding
- ICLR 20263D Aware Region Prompted Vision Language Model
- ICLR 2026A Balanced Neuro-Symbolic Approach for Commonsense Abductive Logic
- ICLR 2026A Comprehensive Information-Decomposition Analysis of Large Vision-Language Models
- ICLR 2026A Fano-Style Accuracy Upper Bound for LLM Single-Pass Reasoning in Multi-Hop QA
- ICLR 2026A Fictional Q&A Dataset for Studying Memorization and Knowledge Acquisition
- ICLR 2026A High Quality Dataset and Reliable Evaluation for Interleaved Image-Text Generation
- ICLR 2026A Problem-Oriented Perspective and Anchor Verification for Code Optimization
- ICLR 2026A Rich Knowledge Space for Scalable Deepfake Detection
- ICLR 2026A Scalable Distributed Framework for Multimodal GigaVoxel Image Registration
- ICLR 2026A Scene is Worth a Thousand Features: Feed-Forward Camera Localization from a Collection of Image Features
- ICLR 2026A Stitch in Time Saves Nine: Proactive Self-Refinement for Language Models
- ICLR 2026A Structured, Tagged, and Localized Visual Question Answering Dataset with Full Sentence Answers and Scene Graphs for Chest X-ray Images
- ICLR 2026A Training-Free Framework for Long Video Understanding via Video-Query-Options Similarity
- ICLR 2026A Unified Federated Framework for Trajectory Data Preparation via LLMs
- ICLR 2026A-TPT: Angular Diversity Calibration Properties for Test-Time Prompt Tuning of Vision-Language Models
- ICLR 2026A.I.R.: Enabling Adaptive, Iterative, and Reasoning-based Frame Selection For Video Question Answering
- ICLR 2026A$^2$FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning
- ICLR 2026AbstRaL: Augmenting LLMs' Reasoning by Reinforcing Abstract Thinking
- ICLR 2026Achieving low-bit Muon through subspace preservation and grid quantization
- ICLR 2026Action-aware Dynamic Pruning for Efficient Vision-Language-Action Manipulation
- ICLR 2026Action-Guided Attention for Video Action Anticipation
- ICLR 2026Actions as Language: Fine-Tuning VLMs into VLAs Without Catastrophic Forgetting
- ICLR 2026Actions Speak Louder than Prompts: A Large-Scale Study of LLMs for Graph Inference
- ICLR 2026Activation Steering for LLM Alignment via a Unified ODE-Based Framework
- ICLR 2026Activation Steering with a Feedback Controller
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查多模态大模型在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "multimodal-llms"}
常见问题
- 2023–2026 年四大会议一共有多少篇多模态大模型论文？
- 共 11,209 篇，按年份分别是 2023 年 1,226 篇、2024 年 1,716 篇、2025 年 3,075 篇、2026 年 5,192 篇。
- NeurIPS 2026 有多少篇多模态大模型论文？
- NeurIPS 2026 有 1,366 篇多模态大模型论文，上一届是 1,074 篇。
- ICLR 2026 有多少篇多模态大模型论文？
- ICLR 2026 有 1,401 篇多模态大模型论文，上一届是 816 篇。
- ICML 2026 有多少篇多模态大模型论文？
- ICML 2026 有 1,051 篇多模态大模型论文，上一届是 390 篇。
- CVPR 2026 有多少篇多模态大模型论文？
- CVPR 2026 有 1,374 篇多模态大模型论文，上一届是 795 篇。
- 哪个会议的多模态大模型论文最多？
- NeurIPS，2023–2026 年共 3,319 篇。