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 46 / 67 页
- CVPR 2024CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor
- CVPR 2024CLIPtone: Unsupervised Learning for Text-based Image Tone Adjustment
- CVPR 2024Cloud-Device Collaborative Learning for Multimodal Large Language Models
- CVPR 2024CLOVA: A Closed-LOop Visual Assistant with Tool Usage and Update
- CVPR 2024Clustering Propagation for Universal Medical Image Segmentation
- CVPR 2024CoDe: An Explicit Content Decoupling Framework for Image Restoration
- CVPR 2024Codebook Transfer with Part-of-Speech for Vector-Quantized Image Modeling
- CVPR 2024CodedEvents: Optimal Point-Spread-Function Engineering for 3D-Tracking with Event Cameras
- CVPR 2024CoDeF: Content Deformation Fields for Temporally Consistent Video Processing
- CVPR 2024CoDi-2: In-Context Interleaved and Interactive Any-to-Any Generation
- CVPR 2024CogAgent: A Visual Language Model for GUI Agents
- CVPR 2024Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline
- CVPR 2024Color Shift Estimation-and-Correction for Image Enhancement
- CVPR 2024Combining Frame and GOP Embeddings for Neural Video Representation
- CVPR 2024Complementing Event Streams and RGB Frames for Hand Mesh Reconstruction
- CVPR 2024Composing Object Relations and Attributes for Image-Text Matching
- CVPR 2024ConCon-Chi: Concept-Context Chimera Benchmark for Personalized Vision-Language Tasks
- CVPR 2024Condition-Aware Neural Network for Controlled Image Generation
- CVPR 2024Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering
- CVPR 2024Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening
- CVPR 2024Context-Aware Integration of Language and Visual References for Natural Language Tracking
- CVPR 2024Contextual Augmented Global Contrast for Multimodal Intent Recognition
- CVPR 2024Continual Forgetting for Pre-trained Vision Models
- CVPR 2024Continuous Optical Zooming: A Benchmark for Arbitrary-Scale Image Super-Resolution in Real World
- CVPR 2024Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding
- CVPR 2024Convolutional Prompting meets Language Models for Continual Learning
- CVPR 2024CoralSCOP: Segment any COral Image on this Planet
- CVPR 2024Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration
- CVPR 2024Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities
- CVPR 2024COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy Prediction
- CVPR 2024CPGA: Coding Priors-Guided Aggregation Network for Compressed Video Quality Enhancement
- CVPR 2024CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment
- CVPR 2024CPR-Coach: Recognizing Composite Error Actions based on Single-class Training
- CVPR 2024CricaVPR: Cross-image Correlation-aware Representation Learning for Visual Place Recognition
- CVPR 2024Cross-view and Cross-pose Completion for 3D Human Understanding
- CVPR 2024CSTA: CNN-based Spatiotemporal Attention for Video Summarization
- CVPR 2024Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation
- CVPR 2024D3still: Decoupled Differential Distillation for Asymmetric Image Retrieval
- CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
- CVPR 2024Data-Efficient Multimodal Fusion on a Single GPU
- CVPR 2024De-Diffusion Makes Text a Strong Cross-Modal Interface
- CVPR 2024Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework
- CVPR 2024Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation
- CVPR 2024Deep Generative Model based Rate-Distortion for Image Downscaling Assessment
- CVPR 2024Deep Video Inverse Tone Mapping Based on Temporal Clues
- CVPR 2024DeiT-LT: Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
- CVPR 2024DeMatch: Deep Decomposition of Motion Field for Two-View Correspondence Learning
- CVPR 2024Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing
- CVPR 2024Depth-aware Test-Time Training for Zero-shot Video Object Segmentation
- CVPR 2024Describing Differences in Image Sets with Natural Language
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。