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 1,226 篇，第 8 / 25 页
- CVPR 2023Open-Vocabulary Point-Cloud Object Detection Without 3D Annotation
- CVPR 2023Open-Vocabulary Semantic Segmentation With Mask-Adapted CLIP
- CVPR 2023OVTrack: Open-Vocabulary Multiple Object Tracking
- CVPR 2023PA&DA: Jointly Sampling Path and Data for Consistent NAS
- CVPR 2023PaCa-ViT: Learning Patch-to-Cluster Attention in Vision Transformers
- CVPR 2023Parameter Efficient Local Implicit Image Function Network for Face Segmentation
- CVPR 2023Patch-Craft Self-Supervised Training for Correlated Image Denoising
- CVPR 2023pCON: Polarimetric Coordinate Networks for Neural Scene Representations
- CVPR 2023PCT-Net: Full Resolution Image Harmonization Using Pixel-Wise Color Transformations
- CVPR 2023Perspective Fields for Single Image Camera Calibration
- CVPR 2023PHA: Patch-Wise High-Frequency Augmentation for Transformer-Based Person Re-Identification
- CVPR 2023Photo Pre-Training, but for Sketch
- CVPR 2023PIP-Net: Patch-Based Intuitive Prototypes for Interpretable Image Classification
- CVPR 2023PIVOT: Prompting for Video Continual Learning
- CVPR 2023PixHt-Lab: Pixel Height Based Light Effect Generation for Image Compositing
- CVPR 2023PLA: Language-Driven Open-Vocabulary 3D Scene Understanding
- CVPR 2023PMatch: Paired Masked Image Modeling for Dense Geometric Matching
- CVPR 2023PMR: Prototypical Modal Rebalance for Multimodal Learning
- CVPR 2023Polarized Color Image Denoising
- CVPR 2023Policy Adaptation From Foundation Model Feedback
- CVPR 2023Polynomial Implicit Neural Representations for Large Diverse Datasets
- CVPR 2023Position-Guided Text Prompt for Vision-Language Pre-Training
- CVPR 2023Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation
- CVPR 2023PRISE: Demystifying Deep Lucas-Kanade With Strongly Star-Convex Constraints for Multimodel Image Alignment
- CVPR 2023Probabilistic Prompt Learning for Dense Prediction
- CVPR 2023Probability-Based Global Cross-Modal Upsampling for Pansharpening
- CVPR 2023Procedure-Aware Pretraining for Instructional Video Understanding
- CVPR 2023Progressive Neighbor Consistency Mining for Correspondence Pruning
- CVPR 2023Progressively Optimized Local Radiance Fields for Robust View Synthesis
- CVPR 2023ProTeGe: Untrimmed Pretraining for Video Temporal Grounding by Video Temporal Grounding
- CVPR 2023Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation
- CVPR 2023Q: How To Specialize Large Vision-Language Models to Data-Scarce VQA Tasks? A: Self-Train on Unlabeled Images!
- CVPR 2023Quality-Aware Pre-Trained Models for Blind Image Quality Assessment
- CVPR 2023Quantum-Inspired Spectral-Spatial Pyramid Network for Hyperspectral Image Classification
- CVPR 2023Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
- CVPR 2023R2Former: Unified Retrieval and Reranking Transformer for Place Recognition
- CVPR 2023RankMix: Data Augmentation for Weakly Supervised Learning of Classifying Whole Slide Images With Diverse Sizes and Imbalanced Categories
- CVPR 2023Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild
- CVPR 2023Re2TAL: Rewiring Pretrained Video Backbones for Reversible Temporal Action Localization
- CVPR 2023Real-Time Controllable Denoising for Image and Video
- CVPR 2023Real-Time Multi-Person Eyeblink Detection in the Wild for Untrimmed Video
- CVPR 2023Realistic Saliency Guided Image Enhancement
- CVPR 2023Rebalancing Batch Normalization for Exemplar-Based Class-Incremental Learning
- CVPR 2023REC-MV: REconstructing 3D Dynamic Cloth From Monocular Videos
- CVPR 2023Reconstructing Signing Avatars From Video Using Linguistic Priors
- CVPR 2023Recovering 3D Hand Mesh Sequence From a Single Blurry Image: A New Dataset and Temporal Unfolding
- CVPR 2023Recurrent Homography Estimation Using Homography-Guided Image Warping and Focus Transformer
- CVPR 2023Recurrent Vision Transformers for Object Detection With Event Cameras
- CVPR 2023Ref-NPR: Reference-Based Non-Photorealistic Radiance Fields for Controllable Scene Stylization
- CVPR 2023Regularization of Polynomial Networks for Image Recognition
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。