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 8 / 13 页
- CVPR 2024Modality-Collaborative Test-Time Adaptation for Action Recognition
- CVPR 2024ModaVerse: Efficiently Transforming Modalities with LLMs
- CVPR 2024Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use
- CVPR 2024Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction
- CVPR 2024Modeling Multimodal Social Interactions: New Challenges and Baselines with Densely Aligned Representations
- CVPR 2024Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models
- CVPR 2024Monocular Identity-Conditioned Facial Reflectance Reconstruction
- CVPR 2024MoPE-CLIP: Structured Pruning for Efficient Vision-Language Models with Module-wise Pruning Error Metric
- CVPR 2024MorpheuS: Neural Dynamic 360deg Surface Reconstruction from Monocular RGB-D Video
- CVPR 2024MovieChat: From Dense Token to Sparse Memory for Long Video Understanding
- CVPR 2024MR-VNet: Media Restoration using Volterra Networks
- CVPR 2024MSU-4S - The Michigan State University Four Seasons Dataset
- CVPR 2024Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision Transformers
- CVPR 2024Multi-Modal Hallucination Control by Visual Information Grounding
- CVPR 2024Multi-modal Instruction Tuned LLMs with Fine-grained Visual Perception
- CVPR 2024Multi-view Aggregation Network for Dichotomous Image Segmentation
- CVPR 2024MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning
- CVPR 2024Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping
- CVPR 2024Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration
- CVPR 2024Multimodal Representation Learning by Alternating Unimodal Adaptation
- CVPR 2024Multimodal Sense-Informed Forecasting of 3D Human Motions
- CVPR 2024Multiscale Vision Transformers Meet Bipartite Matching for Efficient Single-stage Action Localization
- CVPR 2024MV-Adapter: Multimodal Video Transfer Learning for Video Text Retrieval
- CVPR 2024Narrative Action Evaluation with Prompt-Guided Multimodal Interaction
- CVPR 2024Navigating Beyond Dropout: An Intriguing Solution towards Generalizable Image Super Resolution
- CVPR 2024NB-GTR: Narrow-Band Guided Turbulence Removal
- CVPR 2024NeISF: Neural Incident Stokes Field for Geometry and Material Estimation
- CVPR 2024Neural Markov Random Field for Stereo Matching
- CVPR 2024Neural Spline Fields for Burst Image Fusion and Layer Separation
- CVPR 2024NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning
- CVPR 2024Noisy One-point Homographies are Surprisingly Good
- CVPR 2024Noisy-Correspondence Learning for Text-to-Image Person Re-identification
- CVPR 2024Non-autoregressive Sequence-to-Sequence Vision-Language Models
- CVPR 2024ODCR: Orthogonal Decoupling Contrastive Regularization for Unpaired Image Dehazing
- CVPR 2024ODM: A Text-Image Further Alignment Pre-training Approach for Scene Text Detection and Spotting
- CVPR 2024OMG-Seg: Is One Model Good Enough For All Segmentation?
- CVPR 2024Omni-SMoLA: Boosting Generalist Multimodal Models with Soft Mixture of Low-rank Experts
- CVPR 2024OmniGlue: Generalizable Feature Matching with Foundation Model Guidance
- CVPR 2024OmniLocalRF: Omnidirectional Local Radiance Fields from Dynamic Videos
- CVPR 2024OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
- CVPR 2024OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning
- CVPR 2024On Scaling Up a Multilingual Vision and Language Model
- CVPR 2024On the Faithfulness of Vision Transformer Explanations
- CVPR 2024On the Robustness of Language Guidance for Low-Level Vision Tasks: Findings from Depth Estimation
- CVPR 2024On the Robustness of Large Multimodal Models Against Image Adversarial Attacks
- CVPR 2024On the Test-Time Zero-Shot Generalization of Vision-Language Models: Do We Really Need Prompt Learning?
- CVPR 2024On Train-Test Class Overlap and Detection for Image Retrieval
- CVPR 2024Once for Both: Single Stage of Importance and Sparsity Search for Vision Transformer Compression
- CVPR 2024One Prompt Word is Enough to Boost Adversarial Robustness for Pre-trained Vision-Language Models
- CVPR 2024One-Shot Open Affordance Learning with Foundation Models
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。