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 29 / 67 页
- CVPR 2025Adapting Dense Matching for Homography Estimation with Grid-based Acceleration
- CVPR 2025Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration
- CVPR 2025Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution
- CVPR 2025Adaptive Keyframe Sampling for Long Video Understanding
- CVPR 2025Adaptive Parameter Selection for Tuning Vision-Language Models
- CVPR 2025Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition
- CVPR 2025ADD: Attribution-Driven Data Augmentation Framework for Boosting Image Super-Resolution
- CVPR 2025Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training
- CVPR 2025Advancing Semantic Future Prediction through Multimodal Visual Sequence Transformers
- CVPR 2025Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency
- CVPR 2025Adversarial Diffusion Compression for Real-World Image Super-Resolution
- CVPR 2025AG-VPReID: A Challenging Large-Scale Benchmark for Aerial-Ground Video-based Person Re-Identification
- CVPR 2025AIpparel: A Multimodal Foundation Model for Digital Garments
- CVPR 2025Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Large Model Enhancement
- CVPR 2025AlignMamba: Enhancing Multimodal Mamba with Local and Global Cross-modal Alignment
- CVPR 2025Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering
- CVPR 2025All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages
- CVPR 2025AlphaPre: Amplitude-Phase Disentanglement Model for Precipitation Nowcasting
- CVPR 2025Anchor-Aware Similarity Cohesion in Target Frames Enables Predicting Temporal Moment Boundaries in 2D
- CVPR 2025AnimateAnything: Consistent and Controllable Animation for Video Generation
- CVPR 2025ANNEXE: Unified Analyzing, Answering, and Pixel Grounding for Egocentric Interaction
- CVPR 2025Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception
- CVPR 2025Anyattack: Towards Large-scale Self-supervised Adversarial Attacks on Vision-language Models
- CVPR 2025AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
- CVPR 2025AnySat: One Earth Observation Model for Many Resolutions, Scales, and Modalities
- CVPR 2025APHQ-ViT: Post-Training Quantization with Average Perturbation Hessian Based Reconstruction for Vision Transformers
- CVPR 2025Apollo: An Exploration of Video Understanding in Large Multimodal Models
- CVPR 2025Argus: A Compact and Versatile Foundation Model for Vision
- CVPR 2025Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought
- CVPR 2025ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial Transcriptomics
- CVPR 2025Assessing and Learning Alignment of Unimodal Vision and Language Models
- CVPR 2025Associative Transformer
- CVPR 2025Asynchronous Collaborative Graph Representation for Frames and Events
- CVPR 2025ATP-LLaVA: Adaptive Token Pruning for Large Vision Language Models
- CVPR 2025Attention IoU: Examining Biases in CelebA using Attention Maps
- CVPR 2025Augmented Deep Contexts for Spatially Embedded Video Coding
- CVPR 2025Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering
- CVPR 2025Augmenting Perceptual Super-Resolution via Image Quality Predictors
- CVPR 2025Auto-Encoded Supervision for Perceptual Image Super-Resolution
- CVPR 2025Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation
- CVPR 2025AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing
- CVPR 2025BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs
- CVPR 2025BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation
- CVPR 2025Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection
- CVPR 2025Bayesian Test-Time Adaptation for Vision-Language Models
- CVPR 2025Believing is Seeing: Unobserved Object Detection using Generative Models
- CVPR 2025Benchmarking Large Vision-Language Models via Directed Scene Graph for Comprehensive Image Captioning
- CVPR 2025beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation
- CVPR 2025Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning
- CVPR 2025Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge
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。