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 7 / 25 页
- CVPR 2023MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
- CVPR 2023MIST: Multi-Modal Iterative Spatial-Temporal Transformer for Long-Form Video Question Answering
- CVPR 2023MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers
- CVPR 2023MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering
- CVPR 2023MMANet: Margin-Aware Distillation and Modality-Aware Regularization for Incomplete Multimodal Learning
- CVPR 2023MMG-Ego4D: Multimodal Generalization in Egocentric Action Recognition
- CVPR 2023Mobile User Interface Element Detection via Adaptively Prompt Tuning
- CVPR 2023Modality-Invariant Visual Odometry for Embodied Vision
- CVPR 2023Model-Agnostic Gender Debiased Image Captioning
- CVPR 2023Modeling Video As Stochastic Processes for Fine-Grained Video Representation Learning
- CVPR 2023Modular Memorability: Tiered Representations for Video Memorability Prediction
- CVPR 2023MOSO: Decomposing MOtion, Scene and Object for Video Prediction
- CVPR 2023Motion Information Propagation for Neural Video Compression
- CVPR 2023MP-Former: Mask-Piloted Transformer for Image Segmentation
- CVPR 2023Multi-Modal Representation Learning With Text-Driven Soft Masks
- CVPR 2023Multilateral Semantic Relations Modeling for Image Text Retrieval
- CVPR 2023Multimodal Prompting With Missing Modalities for Visual Recognition
- CVPR 2023Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning With Multimodal Models
- CVPR 2023Multiplicative Fourier Level of Detail
- CVPR 2023Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in Conversation
- CVPR 2023Mutual Information-Based Temporal Difference Learning for Human Pose Estimation in Video
- CVPR 2023N-Gram in Swin Transformers for Efficient Lightweight Image Super-Resolution
- CVPR 2023Natural Language-Assisted Sign Language Recognition
- CVPR 2023NeFII: Inverse Rendering for Reflectance Decomposition With Near-Field Indirect Illumination
- CVPR 2023Neighborhood Attention Transformer
- CVPR 2023NeRDi: Single-View NeRF Synthesis With Language-Guided Diffusion As General Image Priors
- CVPR 2023Neumann Network With Recursive Kernels for Single Image Defocus Deblurring
- CVPR 2023Neural Dependencies Emerging From Learning Massive Categories
- CVPR 2023Neural Fourier Filter Bank
- CVPR 2023Neural Preset for Color Style Transfer
- CVPR 2023Neural Rate Estimator and Unsupervised Learning for Efficient Distributed Image Analytics in Split-DNN Models
- CVPR 2023Neural Residual Radiance Fields for Streamably Free-Viewpoint Videos
- CVPR 2023Neural Voting Field for Camera-Space 3D Hand Pose Estimation
- CVPR 2023Neuralangelo: High-Fidelity Neural Surface Reconstruction
- CVPR 2023NoisyQuant: Noisy Bias-Enhanced Post-Training Activation Quantization for Vision Transformers
- CVPR 2023Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image Generation
- CVPR 2023NUWA-LIP: Language-Guided Image Inpainting With Defect-Free VQGAN
- CVPR 2023NVTC: Nonlinear Vector Transform Coding
- CVPR 2023Omni Aggregation Networks for Lightweight Image Super-Resolution
- CVPR 2023Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild
- CVPR 2023OmniMAE: Single Model Masked Pretraining on Images and Videos
- CVPR 2023Omnimatte3D: Associating Objects and Their Effects in Unconstrained Monocular Video
- CVPR 2023On the Benefits of 3D Pose and Tracking for Human Action Recognition
- CVPR 2023On the Difficulty of Unpaired Infrared-to-Visible Video Translation: Fine-Grained Content-Rich Patches Transfer
- CVPR 2023On the Importance of Accurate Geometry Data for Dense 3D Vision Tasks
- CVPR 2023On the Pitfall of Mixup for Uncertainty Calibration
- CVPR 2023OPE-SR: Orthogonal Position Encoding for Designing a Parameter-Free Upsampling Module in Arbitrary-Scale Image Super-Resolution
- CVPR 2023Open-Category Human-Object Interaction Pre-Training via Language Modeling Framework
- CVPR 2023Open-Set Fine-Grained Retrieval via Prompting Vision-Language Evaluator
- CVPR 2023Open-Vocabulary Attribute Detection
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。