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 5,190 篇，第 6 / 104 页
- CVPR 2026Cut to the Chase Training-free Multimodal Summarization via Chain-of-Events
- CVPR 2026CVA Context-aware Video-text Alignment for Video Temporal Grounding
- CVPR 2026CycleManip Enabling Cycle-based Manipulation via Effective History Perception and Understanding
- CVPR 2026D-Convexity A Unified Differentiable Convex Shape Prior via Quasi-Concavity for
- CVPR 2026D2T2 - Multimodal Automated Planning for Brachytherapy
- CVPR 2026D3D-VLP Dynamic 3D Vision-Language-Planning Model for Embodied Grounding and Navigation
- CVPR 2026D3FER Dual Channel and Dual Branch Network for Robust Facial
- CVPR 2026DAGE Dual-Stream Architecture for Efficient and Fine-Grained Geometry Estimation
- CVPR 2026DARC Dual Adjustment Reasoning with Counterfactuals for Trustworthy Chest X-ray
- CVPR 2026DarkAct A RGB-Thermal Dataset and Fusion Framework for Multimodal Low-Light
- CVPR 2026Dataset Distillation by Influence Matching
- CVPR 2026DBMSolver A Training-free Diffusion Bridge Sampler for High-Quality Image-to-Image Translation
- CVPR 2026DC-Merge Improving Model Merging with Directional Consistency
- CVPR 2026DCoAR Deep Concept Injection into Unified Autoregressive Models for Personalized
- CVPR 2026DeAR Fine-Grained VLM Adaptation by Decomposing Attention Head Roles
- CVPR 2026Decouple to Generalize Context-First Self-Evolving Learning for Data-Scarce Vision-Language Reasoning
- CVPR 2026Decoupling Defense Strategies for Robust Image Watermarking
- CVPR 2026Decoupling Vision and Language Codebook Anchored Visual Adaptation
- CVPR 2026DecoVLN Decoupling Observation Reasoning and Correction for Vision-and-Language Navigation
- CVPR 2026DeepAlign Mitigating Modality Conflict through Modality-Specific Alignment
- CVPR 2026Deeper Thought Weaker Aim Understanding and Mitigating Perceptual Impairment during
- CVPR 2026DeepScan A Training-Free Framework for Visually Grounded Reasoning in Large
- CVPR 2026Dejavu Towards Experience Feedback Learning for Embodied Intelligence
- CVPR 2026Delta Rectified Flow Sampling for Text-to-Image Editing
- CVPR 2026Delving Aleatoric Uncertainty in Medical Image Segmentation via Vision Foundation
- CVPR 2026Demo2Tutorial From Human Experience to Multimodal Software Tutorials
- CVPR 2026DemoFunGrasp Universal Dexterous Functional Grasping via Demonstration-Editing Reinforcement Learning
- CVPR 2026DENALI A Dataset Enabling Non-Line-of-Sight Spatial Reasoning with Low-Cost LiDARs
- CVPR 2026Denoising Fast and Slow Difficulty-Aware Adaptive Sampling for Image Generation
- CVPR 2026Depth Any Panoramas A Foundation Model for Panoramic Depth Estimation
- CVPR 2026Depth Hypothesis Guided Iterative Refinement for Event-Image Monocular Depth Estimation
- CVPR 2026DeRVOS Decoupling Consistent Trajectory Generation and Multimodal Understanding for Referring
- CVPR 2026Describe Anything Anywhere At Any Moment
- CVPR 2026Designing to Forget Deep Semi-parametric Models for Unlearning
- CVPR 2026DETACH Decomposed Spatio-Temporal Alignment for Exocentric Video and Ambient
- CVPR 2026DetectSCI Toward Object-Guided ROI Reconstruction for High-Resolution Video Snapshot Compressive
- CVPR 2026DEVA Fine-tuning Multimodal Large Language Models for Visual Perception Tasks
- CVPR 2026DextER Language-driven Dexterous Grasp Generation with Embodied Reasoning
- CVPR 2026Diagnose Correct and Learn from Manipulation Failures via Visual Symbols
- CVPR 2026Diagnosing and Repairing Unsafe Channels in Vision-Language Models via Causal
- CVPR 2026Diagram2Structure Unlocking LLMs Diagram Comprehension through DiagramDiff a Framework for
- CVPR 2026Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs
- CVPR 2026Differentiable Vector Quantization for Rate-Distortion Optimization of Generative Image Compression
- CVPR 2026Diffusion Guided Chain-of-Vision for Large Autoregressive Vision Models
- CVPR 2026DiG Differential Grounding for Enhancing Fine-Grained Perception in Multimodal Large
- CVPR 2026DiGraphHal-Bench Evaluating Multimodal Large Language Models on Complex Directed Graphs
- CVPR 2026DINO Eats CLIP Adapting Beyond Knowns for Open-set 3D Object
- CVPR 2026Direct Segmentation without Logits Optimization for Training-Free Open-Vocabulary Semantic Segmentation
- CVPR 2026Disentangle-then-Align Non-Iterative Hybrid Multimodal Image Registration via Cross-Scale Feature Disentanglement
- CVPR 2026Disentangled Textual Priors for Diffusion-based Image Super-Resolution
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。