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 205 / 225 页
- CVPR 2023Instant Volumetric Head Avatars
- CVPR 2023InstantAvatar: Learning Avatars From Monocular Video in 60 Seconds
- CVPR 2023InstMove: Instance Motion for Object-Centric Video Segmentation
- CVPR 2023Integrally Pre-Trained Transformer Pyramid Networks
- CVPR 2023InternImage: Exploring Large-Scale Vision Foundation Models With Deformable Convolutions
- CVPR 2023Is BERT Blind? Exploring the Effect of Vision-and-Language Pretraining on Visual Language Understanding
- CVPR 2023Iterative Geometry Encoding Volume for Stereo Matching
- CVPR 2023Iterative Proposal Refinement for Weakly-Supervised Video Grounding
- CVPR 2023KD-DLGAN: Data Limited Image Generation via Knowledge Distillation
- CVPR 2023KERM: Knowledge Enhanced Reasoning for Vision-and-Language Navigation
- CVPR 2023L-CoIns: Language-Based Colorization With Instance Awareness
- CVPR 2023Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification
- CVPR 2023Language-Guided Audio-Visual Source Separation via Trimodal Consistency
- CVPR 2023Language-Guided Music Recommendation for Video via Prompt Analogies
- CVPR 2023LANIT: Language-Driven Image-to-Image Translation for Unlabeled Data
- CVPR 2023Large-Capacity and Flexible Video Steganography via Invertible Neural Network
- CVPR 2023LASP: Text-to-Text Optimization for Language-Aware Soft Prompting of Vision & Language Models
- CVPR 2023LAVENDER: Unifying Video-Language Understanding As Masked Language Modeling
- CVPR 2023Learned Two-Plane Perspective Prior Based Image Resampling for Efficient Object Detection
- CVPR 2023Learning a Deep Color Difference Metric for Photographic Images
- CVPR 2023Learning a Sparse Transformer Network for Effective Image Deraining
- CVPR 2023Learning Anchor Transformations for 3D Garment Animation
- CVPR 2023Learning Attribute and Class-Specific Representation Duet for Fine-Grained Fashion Analysis
- CVPR 2023Learning Detailed Radiance Manifolds for High-Fidelity and 3D-Consistent Portrait Synthesis From Monocular Image
- CVPR 2023Learning Distortion Invariant Representation for Image Restoration From a Causality Perspective
- CVPR 2023Learning Event Guided High Dynamic Range Video Reconstruction
- CVPR 2023Learning Expressive Prompting With Residuals for Vision Transformers
- CVPR 2023Learning Generative Structure Prior for Blind Text Image Super-Resolution
- CVPR 2023Learning Instance-Level Representation for Large-Scale Multi-Modal Pretraining in E-Commerce
- CVPR 2023Learning Partial Correlation Based Deep Visual Representation for Image Classification
- CVPR 2023Learning Procedure-Aware Video Representation From Instructional Videos and Their Narrations
- CVPR 2023Learning Sample Relationship for Exposure Correction
- CVPR 2023Learning Semantic Relationship Among Instances for Image-Text Matching
- CVPR 2023Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement
- CVPR 2023Learning Situation Hyper-Graphs for Video Question Answering
- CVPR 2023Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolution
- CVPR 2023Learning Steerable Function for Efficient Image Resampling
- CVPR 2023Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty Estimation
- CVPR 2023Learning To Detect and Segment for Open Vocabulary Object Detection
- CVPR 2023Learning To Detect Mirrors From Videos via Dual Correspondences
- CVPR 2023Learning To Exploit Temporal Structure for Biomedical Vision-Language Processing
- CVPR 2023Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization
- CVPR 2023Learning To Name Classes for Vision and Language Models
- CVPR 2023Learning Video Representations From Large Language Models
- CVPR 2023Learning Weather-General and Weather-Specific Features for Image Restoration Under Multiple Adverse Weather Conditions
- CVPR 2023LEMaRT: Label-Efficient Masked Region Transform for Image Harmonization
- CVPR 2023Leverage Interactive Affinity for Affordance Learning
- CVPR 2023Leveraging per Image-Token Consistency for Vision-Language Pre-Training
- CVPR 2023Light Source Separation and Intrinsic Image Decomposition Under AC Illumination
- CVPR 2023LightedDepth: Video Depth Estimation in Light of Limited Inference View Angles
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。