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 204 / 225 页
- CVPR 2023FashionSAP: Symbols and Attributes Prompt for Fine-Grained Fashion Vision-Language Pre-Training
- CVPR 2023Feature Aggregated Queries for Transformer-Based Video Object Detectors
- CVPR 2023Few-Shot Learning With Visual Distribution Calibration and Cross-Modal Distribution Alignment
- CVPR 2023FFF: Fragment-Guided Flexible Fitting for Building Complete Protein Structures
- CVPR 2023Filtering, Distillation, and Hard Negatives for Vision-Language Pre-Training
- CVPR 2023FlexiViT: One Model for All Patch Sizes
- CVPR 2023Focused and Collaborative Feedback Integration for Interactive Image Segmentation
- CVPR 2023Foundation Model Drives Weakly Incremental Learning for Semantic Segmentation
- CVPR 2023Fresnel Microfacet BRDF: Unification of Polari-Radiometric Surface-Body Reflection
- CVPR 2023GamutMLP: A Lightweight MLP for Color Loss Recovery
- CVPR 2023GD-MAE: Generative Decoder for MAE Pre-Training on LiDAR Point Clouds
- CVPR 2023Generalized Decoding for Pixel, Image, and Language
- CVPR 2023Generating Aligned Pseudo-Supervision From Non-Aligned Data for Image Restoration in Under-Display Camera
- CVPR 2023Generating Anomalies for Video Anomaly Detection With Prompt-Based Feature Mapping
- CVPR 2023GeoVLN: Learning Geometry-Enhanced Visual Representation With Slot Attention for Vision-and-Language Navigation
- CVPR 2023GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments
- CVPR 2023GIVL: Improving Geographical Inclusivity of Vision-Language Models With Pre-Training Methods
- CVPR 2023Global-to-Local Modeling for Video-Based 3D Human Pose and Shape Estimation
- CVPR 2023Gloss Attention for Gloss-Free Sign Language Translation
- CVPR 2023Ground-Truth Free Meta-Learning for Deep Compressive Sampling
- CVPR 2023Guided Depth Super-Resolution by Deep Anisotropic Diffusion
- CVPR 2023HAAV: Hierarchical Aggregation of Augmented Views for Image Captioning
- CVPR 2023Hand Avatar: Free-Pose Hand Animation and Rendering From Monocular Video
- CVPR 2023Hard Patches Mining for Masked Image Modeling
- CVPR 2023HARP: Personalized Hand Reconstruction From a Monocular RGB Video
- CVPR 2023Hierarchical Prompt Learning for Multi-Task Learning
- CVPR 2023Hierarchical Semantic Contrast for Scene-Aware Video Anomaly Detection
- CVPR 2023Hierarchical Semantic Correspondence Networks for Video Paragraph Grounding
- CVPR 2023High-Fidelity Clothed Avatar Reconstruction From a Single Image
- CVPR 2023HNeRV: A Hybrid Neural Representation for Videos
- CVPR 2023HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models
- CVPR 2023How You Feelin'? Learning Emotions and Mental States in Movie Scenes
- CVPR 2023Human Guided Ground-Truth Generation for Realistic Image Super-Resolution
- CVPR 2023HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation
- CVPR 2023Hybrid Active Learning via Deep Clustering for Video Action Detection
- CVPR 2023HyperCUT: Video Sequence From a Single Blurry Image Using Unsupervised Ordering
- CVPR 2023iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual Recognition
- CVPR 2023iDisc: Internal Discretization for Monocular Depth Estimation
- CVPR 2023IFSeg: Image-Free Semantic Segmentation via Vision-Language Model
- CVPR 2023Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks
- CVPR 2023Image Super-Resolution Using T-Tetromino Pixels
- CVPR 2023ImageBind: One Embedding Space To Bind Them All
- CVPR 2023Improving Commonsense in Vision-Language Models via Knowledge Graph Riddles
- CVPR 2023Improving Robustness of Vision Transformers by Reducing Sensitivity To Patch Corruptions
- CVPR 2023Improving Vision-and-Language Navigation by Generating Future-View Image Semantics
- CVPR 2023Improving Visual Grounding by Encouraging Consistent Gradient-Based Explanations
- CVPR 2023Indiscernible Object Counting in Underwater Scenes
- CVPR 2023Inferring and Leveraging Parts From Object Shape for Improving Semantic Image Synthesis
- CVPR 2023Ingredient-Oriented Multi-Degradation Learning for Image Restoration
- CVPR 2023Initialization Noise in Image Gradients and Saliency Maps
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。