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 3,302 篇，第 62 / 67 页
- 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
- CVPR 2023Linking Garment With Person via Semantically Associated Landmarks for Virtual Try-On
- CVPR 2023Local Connectivity-Based Density Estimation for Face Clustering
- CVPR 2023Local Implicit Normalizing Flow for Arbitrary-Scale Image Super-Resolution
- CVPR 2023LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Grounding
- CVPR 2023Logical Consistency and Greater Descriptive Power for Facial Hair Attribute Learning
- CVPR 2023LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
- CVPR 2023LSTFE-Net:Long Short-Term Feature Enhancement Network for Video Small Object Detection
- CVPR 2023LVQAC: Lattice Vector Quantization Coupled With Spatially Adaptive Companding for Efficient Learned Image Compression
- CVPR 2023MagicPony: Learning Articulated 3D Animals in the Wild
- CVPR 2023MAGVLT: Masked Generative Vision-and-Language Transformer
- CVPR 2023Making Vision Transformers Efficient From a Token Sparsification View
- CVPR 2023MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding
- CVPR 2023MAP: Multimodal Uncertainty-Aware Vision-Language Pre-Training Model
- CVPR 2023MaPLe: Multi-Modal Prompt Learning
- CVPR 2023MARLIN: Masked Autoencoder for Facial Video Representation LearnINg
- CVPR 2023Mask-Free OVIS: Open-Vocabulary Instance Segmentation Without Manual Mask Annotations
- CVPR 2023Mask3D: Pre-Training 2D Vision Transformers by Learning Masked 3D Priors
- CVPR 2023MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining
- CVPR 2023Masked and Adaptive Transformer for Exemplar Based Image Translation
- CVPR 2023Masked Autoencoding Does Not Help Natural Language Supervision at Scale
- CVPR 2023Masked Image Training for Generalizable Deep Image Denoising
- CVPR 2023Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers
- CVPR 2023Masked Motion Encoding for Self-Supervised Video Representation Learning
- CVPR 2023Masked Video Distillation: Rethinking Masked Feature Modeling for Self-Supervised Video Representation Learning
- CVPR 2023Matching Is Not Enough: A Two-Stage Framework for Category-Agnostic Pose Estimation
- CVPR 2023MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation
- CVPR 2023MDL-NAS: A Joint Multi-Domain Learning Framework for Vision Transformer
- CVPR 2023MELTR: Meta Loss Transformer for Learning To Fine-Tune Video Foundation Models
- CVPR 2023MeMaHand: Exploiting Mesh-Mano Interaction for Single Image Two-Hand Reconstruction
- CVPR 2023Meta-Personalizing Vision-Language Models To Find Named Instances in Video
- CVPR 2023Metadata-Based RAW Reconstruction via Implicit Neural Functions
- 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
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。