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 30 / 67 页
- CVPR 2025Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning
- CVPR 2025BF-STVSR: B-Splines and Fourier---Best Friends for High Fidelity Spatial-Temporal Video Super-Resolution
- CVPR 2025Bias for Action: Video Implicit Neural Representations with Bias Modulation
- CVPR 2025BiM-VFI: Bidirectional Motion Field-Guided Frame Interpolation for Video with Non-uniform Motions
- CVPR 2025BIMBA: Selective-Scan Compression for Long-Range Video Question Answering
- CVPR 2025Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing
- CVPR 2025Binarized Neural Network for Multi-spectral Image Fusion
- CVPR 2025BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models
- CVPR 2025BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature
- CVPR 2025BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology
- CVPR 2025Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events
- CVPR 2025BlenderGym: Benchmarking Foundational Model Systems for Graphics Editing
- CVPR 2025BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices
- CVPR 2025BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding
- CVPR 2025Boltzmann Attention Sampling for Image Analysis with Small Objects
- CVPR 2025Bootstrap Your Own Views: Masked Ego-Exo Modeling for Fine-grained View-invariant Video Representations
- CVPR 2025Bridge Frame and Event: Common Spatiotemporal Fusion for High-Dynamic Scene Optical Flow
- CVPR 2025Bridging Modalities: Improving Universal Multimodal Retrieval by Multimodal Large Language Models
- CVPR 2025Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior
- CVPR 2025Bridging Viewpoint Gaps: Geometric Reasoning Boosts Semantic Correspondence
- CVPR 2025Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis
- CVPR 2025Buffer Anytime: Zero-Shot Video Depth and Normal from Image Priors
- CVPR 2025Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs
- CVPR 2025Building Vision Models upon Heat Conduction
- CVPR 2025CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models
- CVPR 2025Can Large Vision-Language Models Correct Semantic Grounding Errors By Themselves?
- CVPR 2025Can Machines Understand Composition? Dataset and Benchmark for Photographic Image Composition Embedding and Understanding
- CVPR 2025CARL: A Framework for Equivariant Image Registration
- CVPR 2025CASP: Compression of Large Multimodal Models Based on Attention Sparsity
- CVPR 2025CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution
- CVPR 2025CCIN: Compositional Conflict Identification and Neutralization for Composed Image Retrieval
- CVPR 2025Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks
- CVPR 2025Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs
- CVPR 2025Charm: The Missing Piece in ViT Fine-Tuning for Image Aesthetic Assessment
- CVPR 2025ChatGarment: Garment Estimation, Generation and Editing via Large Language Models
- CVPR 2025CityWalker: Learning Embodied Urban Navigation from Web-Scale Videos
- CVPR 2025CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering
- CVPR 2025Classic Video Denoising in a Machine Learning World: Robust, Fast, and Controllable
- CVPR 2025Classifier-guided CLIP Distillation for Unsupervised Multi-label Classification
- CVPR 2025ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large Language Models
- CVPR 2025CLIP-driven Coarse-to-fine Semantic Guidance for Fine-grained Open-set Semi-supervised Learning
- CVPR 2025Closest Neighbors are Harmful for Lightweight Masked Auto-encoders
- CVPR 2025Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model
- CVPR 2025CocoER: Aligning Multi-Level Feature by Competition and Coordination for Emotion Recognition
- CVPR 2025Code-as-Monitor: Constraint-aware Visual Programming for Reactive and Proactive Robotic Failure Detection
- CVPR 2025CoLLM: A Large Language Model for Composed Image Retrieval
- CVPR 2025CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation
- CVPR 2025Commonsense Video Question Answering through Video-Grounded Entailment Tree Reasoning
- CVPR 2025Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising
- CVPR 2025Completion as Enhancement: A Degradation-Aware Selective Image Guided Network for Depth Completion
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。