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 57 / 67 页
- CVPR 2023A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction From In-the-Wild Images
- CVPR 2023A Loopback Network for Explainable Microvascular Invasion Classification
- CVPR 2023A New Comprehensive Benchmark for Semi-Supervised Video Anomaly Detection and Anticipation
- CVPR 2023A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories
- CVPR 2023A New Path: Scaling Vision-and-Language Navigation With Synthetic Instructions and Imitation Learning
- CVPR 2023A Practical Stereo Depth System for Smart Glasses
- CVPR 2023A Probabilistic Attention Model With Occlusion-Aware Texture Regression for 3D Hand Reconstruction From a Single RGB Image
- CVPR 2023A Simple Baseline for Video Restoration With Grouped Spatial-Temporal Shift
- CVPR 2023A Unified Pyramid Recurrent Network for Video Frame Interpolation
- CVPR 2023A Unified Spatial-Angular Structured Light for Single-View Acquisition of Shape and Reflectance
- CVPR 2023A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others
- CVPR 2023A-Cap: Anticipation Captioning With Commonsense Knowledge
- CVPR 2023A2J-Transformer: Anchor-to-Joint Transformer Network for 3D Interacting Hand Pose Estimation From a Single RGB Image
- CVPR 2023ABCD: Arbitrary Bitwise Coefficient for De-Quantization
- CVPR 2023Abstract Visual Reasoning: An Algebraic Approach for Solving Raven's Progressive Matrices
- CVPR 2023Accelerating Vision-Language Pretraining With Free Language Modeling
- CVPR 2023AccelIR: Task-Aware Image Compression for Accelerating Neural Restoration
- CVPR 2023Accidental Light Probes
- CVPR 2023Activating More Pixels in Image Super-Resolution Transformer
- CVPR 2023Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition
- CVPR 2023Active Finetuning: Exploiting Annotation Budget in the Pretraining-Finetuning Paradigm
- CVPR 2023AdamsFormer for Spatial Action Localization in the Future
- CVPR 2023Adaptive Annealing for Robust Geometric Estimation
- CVPR 2023Adaptive Global Decay Process for Event Cameras
- CVPR 2023Adaptive Zone-Aware Hierarchical Planner for Vision-Language Navigation
- CVPR 2023Adversarial Normalization: I Can Visualize Everything (ICE)
- CVPR 2023Affordance Grounding From Demonstration Video To Target Image
- CVPR 2023Align and Attend: Multimodal Summarization With Dual Contrastive Losses
- CVPR 2023Aligning Bag of Regions for Open-Vocabulary Object Detection
- CVPR 2023Aligning Step-by-Step Instructional Diagrams to Video Demonstrations
- CVPR 2023All in One: Exploring Unified Video-Language Pre-Training
- CVPR 2023All-in-One Image Restoration for Unknown Degradations Using Adaptive Discriminative Filters for Specific Degradations
- CVPR 2023AltFreezing for More General Video Face Forgery Detection
- CVPR 2023An Image Quality Assessment Dataset for Portraits
- CVPR 2023ANetQA: A Large-Scale Benchmark for Fine-Grained Compositional Reasoning Over Untrimmed Videos
- CVPR 2023Are Deep Neural Networks SMARTer Than Second Graders?
- CVPR 2023Are We Ready for Vision-Centric Driving Streaming Perception? The ASAP Benchmark
- CVPR 2023Asymmetric Feature Fusion for Image Retrieval
- CVPR 2023AutoLabel: CLIP-Based Framework for Open-Set Video Domain Adaptation
- CVPR 2023AVFormer: Injecting Vision Into Frozen Speech Models for Zero-Shot AV-ASR
- CVPR 2023B-Spline Texture Coefficients Estimator for Screen Content Image Super-Resolution
- CVPR 2023Behind the Scenes: Density Fields for Single View Reconstruction
- CVPR 2023Best of Both Worlds: Multimodal Contrastive Learning With Tabular and Imaging Data
- CVPR 2023Better "CMOS" Produces Clearer Images: Learning Space-Variant Blur Estimation for Blind Image Super-Resolution
- CVPR 2023BEV@DC: Bird's-Eye View Assisted Training for Depth Completion
- CVPR 2023BEVHeight: A Robust Framework for Vision-Based Roadside 3D Object Detection
- CVPR 2023Beyond Attentive Tokens: Incorporating Token Importance and Diversity for Efficient Vision Transformers
- CVPR 2023Bi-Directional Feature Fusion Generative Adversarial Network for Ultra-High Resolution Pathological Image Virtual Re-Staining
- CVPR 2023Bias in Pruned Vision Models: In-Depth Analysis and Countermeasures
- CVPR 2023BiCro: Noisy Correspondence Rectification for Multi-Modality Data via Bi-Directional Cross-Modal Similarity Consistency
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。