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 626 篇，第 6 / 13 页
- CVPR 2024In2SET: Intra-Inter Similarity Exploiting Transformer for Dual-Camera Compressive Hyperspectral Imaging
- CVPR 2024Infer from What You Have Seen Before: Temporally-dependent Classifier for Semi-supervised Video Segmentation
- CVPR 2024Ink Dot-Oriented Differentiable Optimization for Neural Image Halftoning
- CVPR 2024Insect-Foundation: A Foundation Model and Large-scale 1M Dataset for Visual Insect Understanding
- CVPR 2024Instance-Aware Group Quantization for Vision Transformers
- CVPR 2024Instruct-Imagen: Image Generation with Multi-modal Instruction
- CVPR 2024InstructDiffusion: A Generalist Modeling Interface for Vision Tasks
- CVPR 2024Intelligent Grimm - Open-ended Visual Storytelling via Latent Diffusion Models
- CVPR 2024Interactive Continual Learning: Fast and Slow Thinking
- CVPR 2024InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks
- CVPR 2024Investigating Compositional Challenges in Vision-Language Models for Visual Grounding
- CVPR 2024IQ-VFI: Implicit Quadratic Motion Estimation for Video Frame Interpolation
- CVPR 2024IS-Fusion: Instance-Scene Collaborative Fusion for Multimodal 3D Object Detection
- CVPR 2024Iterated Learning Improves Compositionality in Large Vision-Language Models
- CVPR 2024Jack of All Tasks Master of Many: Designing General-Purpose Coarse-to-Fine Vision-Language Model
- CVPR 2024JDEC: JPEG Decoding via Enhanced Continuous Cosine Coefficients
- CVPR 2024JoAPR: Cleaning the Lens of Prompt Learning for Vision-Language Models
- CVPR 2024Just Add ?! Pose Induced Video Transformers for Understanding Activities of Daily Living
- CVPR 2024KeyPoint Relative Position Encoding for Face Recognition
- CVPR 2024Know Your Neighbors: Improving Single-View Reconstruction via Spatial Vision-Language Reasoning
- CVPR 2024KVQ: Kwai Video Quality Assessment for Short-form Videos
- CVPR 2024L2B: Learning to Bootstrap Robust Models for Combating Label Noise
- CVPR 2024Label Propagation for Zero-shot Classification with Vision-Language Models
- CVPR 2024LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model Programs
- CVPR 2024LAN: Learning to Adapt Noise for Image Denoising
- CVPR 2024Language Model Guided Interpretable Video Action Reasoning
- CVPR 2024Language Models as Black-Box Optimizers for Vision-Language Models
- CVPR 2024Language-aware Visual Semantic Distillation for Video Question Answering
- CVPR 2024Language-driven All-in-one Adverse Weather Removal
- CVPR 2024Language-Driven Anchors for Zero-Shot Adversarial Robustness
- CVPR 2024Large Language Models are Good Prompt Learners for Low-Shot Image Classification
- CVPR 2024Latent Modulated Function for Computational Optimal Continuous Image Representation
- CVPR 2024LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network
- CVPR 2024LEAD: Exploring Logit Space Evolution for Model Selection
- CVPR 2024Learning Background Prompts to Discover Implicit Knowledge for Open Vocabulary Object Detection
- CVPR 2024Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language Reasoning
- CVPR 2024Learning Correlation Structures for Vision Transformers
- CVPR 2024Learning Coupled Dictionaries from Unpaired Data for Image Super-Resolution
- CVPR 2024Learning Degradation-Independent Representations for Camera ISP Pipelines
- CVPR 2024Learning from One Continuous Video Stream
- CVPR 2024Learning Inclusion Matching for Animation Paint Bucket Colorization
- CVPR 2024Learning Intra-view and Cross-view Geometric Knowledge for Stereo Matching
- CVPR 2024Learning Object State Changes in Videos: An Open-World Perspective
- CVPR 2024Learning the 3D Fauna of the Web
- CVPR 2024Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs
- CVPR 2024Learning to Rank Patches for Unbiased Image Redundancy Reduction
- CVPR 2024Learning to Remove Wrinkled Transparent Film with Polarized Prior
- CVPR 2024Learning to Segment Referred Objects from Narrated Egocentric Videos
- CVPR 2024Learning Vision from Models Rivals Learning Vision from Data
- CVPR 2024Leveraging Camera Triplets for Efficient and Accurate Structure-from-Motion
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。