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 9 / 25 页
- CVPR 2023Reproducible Scaling Laws for Contrastive Language-Image Learning
- CVPR 2023Residual Degradation Learning Unfolding Framework With Mixing Priors Across Spectral and Spatial for Compressive Spectral Imaging
- CVPR 2023Rethinking Domain Generalization for Face Anti-Spoofing: Separability and Alignment
- CVPR 2023Rethinking Video ViTs: Sparse Video Tubes for Joint Image and Video Learning
- CVPR 2023Revisiting Multimodal Representation in Contrastive Learning: From Patch and Token Embeddings to Finite Discrete Tokens
- CVPR 2023Revisiting Self-Similarity: Structural Embedding for Image Retrieval
- CVPR 2023Revisiting Temporal Modeling for CLIP-Based Image-to-Video Knowledge Transferring
- CVPR 2023Revisiting the P3P Problem
- CVPR 2023RIFormer: Keep Your Vision Backbone Effective but Removing Token Mixer
- CVPR 2023Robot Structure Prior Guided Temporal Attention for Camera-to-Robot Pose Estimation From Image Sequence
- CVPR 2023Run, Don't Walk: Chasing Higher FLOPS for Faster Neural Networks
- CVPR 2023RWSC-Fusion: Region-Wise Style-Controlled Fusion Network for the Prohibited X-Ray Security Image Synthesis
- CVPR 2023SAP-DETR: Bridging the Gap Between Salient Points and Queries-Based Transformer Detector for Fast Model Convergency
- CVPR 2023Scaling Language-Image Pre-Training via Masking
- CVPR 2023SCConv: Spatial and Channel Reconstruction Convolution for Feature Redundancy
- CVPR 2023SCOTCH and SODA: A Transformer Video Shadow Detection Framework
- CVPR 2023Seeing What You Miss: Vision-Language Pre-Training With Semantic Completion Learning
- CVPR 2023Seeing With Sound: Long-range Acoustic Beamforming for Multimodal Scene Understanding
- CVPR 2023Self-Correctable and Adaptable Inference for Generalizable Human Pose Estimation
- CVPR 2023Self-Supervised Learning for Multimodal Non-Rigid 3D Shape Matching
- CVPR 2023Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image Deblurring
- CVPR 2023Semantic Prompt for Few-Shot Image Recognition
- CVPR 2023SemiCVT: Semi-Supervised Convolutional Vision Transformer for Semantic Segmentation
- CVPR 2023Semidefinite Relaxations for Robust Multiview Triangulation
- CVPR 2023ShapeTalk: A Language Dataset and Framework for 3D Shape Edits and Deformations
- CVPR 2023Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations of Deep Neural Network Explanations
- CVPR 2023Siamese Image Modeling for Self-Supervised Vision Representation Learning
- CVPR 2023Side Adapter Network for Open-Vocabulary Semantic Segmentation
- CVPR 2023Similarity Metric Learning for RGB-Infrared Group Re-Identification
- CVPR 2023SimpleNet: A Simple Network for Image Anomaly Detection and Localization
- CVPR 2023Simultaneously Short- and Long-Term Temporal Modeling for Semi-Supervised Video Semantic Segmentation
- CVPR 2023Soft Augmentation for Image Classification
- CVPR 2023Sparsifiner: Learning Sparse Instance-Dependent Attention for Efficient Vision Transformers
- CVPR 2023Spatial-Frequency Mutual Learning for Face Super-Resolution
- CVPR 2023Spatial-Then-Temporal Self-Supervised Learning for Video Correspondence
- CVPR 2023Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising
- CVPR 2023Spatio-Focal Bidirectional Disparity Estimation From a Dual-Pixel Image
- CVPR 2023Spatio-Temporal Pixel-Level Contrastive Learning-Based Source-Free Domain Adaptation for Video Semantic Segmentation
- CVPR 2023Spectral Bayesian Uncertainty for Image Super-Resolution
- CVPR 2023Spectral Enhanced Rectangle Transformer for Hyperspectral Image Denoising
- CVPR 2023Spring: A High-Resolution High-Detail Dataset and Benchmark for Scene Flow, Optical Flow and Stereo
- CVPR 2023Streaming Video Model
- CVPR 2023Structure Aggregation for Cross-Spectral Stereo Image Guided Denoising
- CVPR 2023Structured Kernel Estimation for Photon-Limited Deconvolution
- CVPR 2023Structured Sparsity Learning for Efficient Video Super-Resolution
- CVPR 2023StyleIPSB: Identity-Preserving Semantic Basis of StyleGAN for High Fidelity Face Swapping
- CVPR 2023StyleRes: Transforming the Residuals for Real Image Editing With StyleGAN
- CVPR 2023SVFormer: Semi-Supervised Video Transformer for Action Recognition
- CVPR 2023SViTT: Temporal Learning of Sparse Video-Text Transformers
- CVPR 2023TarViS: A Unified Approach for Target-Based Video Segmentation
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。