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 45 / 67 页
- CVPR 2024Any-Shift Prompting for Generalization over Distributions
- CVPR 2024ArGue: Attribute-Guided Prompt Tuning for Vision-Language Models
- CVPR 2024Asymmetric Masked Distillation for Pre-Training Small Foundation Models
- CVPR 2024Attention Calibration for Disentangled Text-to-Image Personalization
- CVPR 2024Attention-Propagation Network for Egocentric Heatmap to 3D Pose Lifting
- CVPR 2024Authentic Hand Avatar from a Phone Scan via Universal Hand Model
- CVPR 2024BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model
- CVPR 2024BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning
- CVPR 2024BadCLIP: Trigger-Aware Prompt Learning for Backdoor Attacks on CLIP
- CVPR 2024BANF: Band-Limited Neural Fields for Levels of Detail Reconstruction
- CVPR 2024Bayesian Exploration of Pre-trained Models for Low-shot Image Classification
- CVPR 2024Beyond Image Super-Resolution for Image Recognition with Task-Driven Perceptual Loss
- CVPR 2024Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation
- CVPR 2024Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining
- CVPR 2024BigGait: Learning Gait Representation You Want by Large Vision Models
- CVPR 2024Bilateral Event Mining and Complementary for Event Stream Super-Resolution
- CVPR 2024Bilateral Propagation Network for Depth Completion
- CVPR 2024Binding Touch to Everything: Learning Unified Multimodal Tactile Representations
- CVPR 2024BioCLIP: A Vision Foundation Model for the Tree of Life
- CVPR 2024BiTT: Bi-directional Texture Reconstruction of Interacting Two Hands from a Single Image
- CVPR 2024Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring
- CVPR 2024Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains
- CVPR 2024Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters
- CVPR 2024Boosting Image Restoration via Priors from Pre-trained Models
- CVPR 2024Boosting Neural Representations for Videos with a Conditional Decoder
- CVPR 2024Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike Fluctuations
- CVPR 2024Bootstrapping SparseFormers from Vision Foundation Models
- CVPR 2024Brain Decodes Deep Nets
- CVPR 2024Bridging Remote Sensors with Multisensor Geospatial Foundation Models
- CVPR 2024Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
- CVPR 2024Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality Assessment
- CVPR 2024Bring Event into RGB and LiDAR: Hierarchical Visual-Motion Fusion for Scene Flow
- CVPR 2024Brush2Prompt: Contextual Prompt Generator for Object Inpainting
- CVPR 2024BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning
- CVPR 2024Building a Strong Pre-Training Baseline for Universal 3D Large-Scale Perception
- CVPR 2024Building Vision-Language Models on Solid Foundations with Masked Distillation
- CVPR 2024C3: High-Performance and Low-Complexity Neural Compression from a Single Image or Video
- CVPR 2024Calibrating Multi-modal Representations: A Pursuit of Group Robustness without Annotations
- CVPR 2024CAMixerSR: Only Details Need More "Attention"
- CVPR 2024Can Biases in ImageNet Models Explain Generalization?
- CVPR 2024Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction
- CVPR 2024CAPE: CAM as a Probabilistic Ensemble for Enhanced DNN Interpretation
- CVPR 2024CapsFusion: Rethinking Image-Text Data at Scale
- CVPR 2024CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation
- CVPR 2024CFAT: Unleashing Triangular Windows for Image Super-resolution
- CVPR 2024CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing
- CVPR 2024Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding
- CVPR 2024ChatPose: Chatting about 3D Human Pose
- CVPR 2024Choose What You Need: Disentangled Representation Learning for Scene Text Recognition Removal and Editing
- CVPR 2024CLIB-FIQA: Face Image Quality Assessment with Confidence Calibration
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。