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 203 / 225 页
- CVPR 2023Deep Curvilinear Editing: Commutative and Nonlinear Image Manipulation for Pretrained Deep Generative Model
- CVPR 2023Deep Depth Estimation From Thermal Image
- CVPR 2023Deep Discriminative Spatial and Temporal Network for Efficient Video Deblurring
- CVPR 2023Deep Factorized Metric Learning
- CVPR 2023Deep Hashing With Minimal-Distance-Separated Hash Centers
- CVPR 2023Deep Random Projector: Accelerated Deep Image Prior
- CVPR 2023Deep Stereo Video Inpainting
- CVPR 2023DeepVecFont-v2: Exploiting Transformers To Synthesize Vector Fonts With Higher Quality
- CVPR 2023DegAE: A New Pretraining Paradigm for Low-Level Vision
- CVPR 2023DeltaEdit: Exploring Text-Free Training for Text-Driven Image Manipulation
- CVPR 2023Delving Into Shape-Aware Zero-Shot Semantic Segmentation
- CVPR 2023Delving StyleGAN Inversion for Image Editing: A Foundation Latent Space Viewpoint
- CVPR 2023DetCLIPv2: Scalable Open-Vocabulary Object Detection Pre-Training via Word-Region Alignment
- CVPR 2023Detecting Backdoors in Pre-Trained Encoders
- CVPR 2023Devil Is in the Queries: Advancing Mask Transformers for Real-World Medical Image Segmentation and Out-of-Distribution Localization
- CVPR 2023DINER: Disorder-Invariant Implicit Neural Representation
- CVPR 2023DINN360: Deformable Invertible Neural Network for Latitude-Aware 360deg Image Rescaling
- CVPR 2023Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering
- CVPR 2023Distilling Vision-Language Pre-Training To Collaborate With Weakly-Supervised Temporal Action Localization
- CVPR 2023Diverse Embedding Expansion Network and Low-Light Cross-Modality Benchmark for Visible-Infrared Person Re-Identification
- CVPR 2023DNF: Decouple and Feedback Network for Seeing in the Dark
- CVPR 2023DPE: Disentanglement of Pose and Expression for General Video Portrait Editing
- CVPR 2023DropKey for Vision Transformer
- CVPR 2023DropMAE: Masked Autoencoders With Spatial-Attention Dropout for Tracking Tasks
- CVPR 2023Dual-Path Adaptation From Image to Video Transformers
- CVPR 2023DynaMask: Dynamic Mask Selection for Instance Segmentation
- CVPR 2023Dynamic Graph Learning With Content-Guided Spatial-Frequency Relation Reasoning for Deepfake Detection
- CVPR 2023DynIBaR: Neural Dynamic Image-Based Rendering
- CVPR 2023EC2: Emergent Communication for Embodied Control
- CVPR 2023Edge-Aware Regional Message Passing Controller for Image Forgery Localization
- CVPR 2023Edges to Shapes to Concepts: Adversarial Augmentation for Robust Vision
- CVPR 2023Efficient and Explicit Modelling of Image Hierarchies for Image Restoration
- CVPR 2023Efficient Frequency Domain-Based Transformers for High-Quality Image Deblurring
- CVPR 2023Efficient Multimodal Fusion via Interactive Prompting
- CVPR 2023EfficientSCI: Densely Connected Network With Space-Time Factorization for Large-Scale Video Snapshot Compressive Imaging
- CVPR 2023Egocentric Auditory Attention Localization in Conversations
- CVPR 2023Enhanced Multimodal Representation Learning With Cross-Modal KD
- CVPR 2023Equivalent Transformation and Dual Stream Network Construction for Mobile Image Super-Resolution
- CVPR 2023Event-Based Frame Interpolation With Ad-Hoc Deblurring
- CVPR 2023EvShutter: Transforming Events for Unconstrained Rolling Shutter Correction
- CVPR 2023EXIF As Language: Learning Cross-Modal Associations Between Images and Camera Metadata
- CVPR 2023Exploiting Completeness and Uncertainty of Pseudo Labels for Weakly Supervised Video Anomaly Detection
- CVPR 2023Exploiting Unlabelled Photos for Stronger Fine-Grained SBIR
- CVPR 2023Exploring Discontinuity for Video Frame Interpolation
- CVPR 2023Exploring Intra-Class Variation Factors With Learnable Cluster Prompts for Semi-Supervised Image Synthesis
- CVPR 2023Exploring Motion Ambiguity and Alignment for High-Quality Video Frame Interpolation
- CVPR 2023Exploring Structured Semantic Prior for Multi Label Recognition With Incomplete Labels
- CVPR 2023Exploring the Effect of Primitives for Compositional Generalization in Vision-and-Language
- CVPR 2023Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame Interpolation
- CVPR 2023FAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion Tasks
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。