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 11,207 篇，第 15 / 225 页
- CVPR 2026Mind the Hitch Dynamic Calibration and Articulated Perception for Autonomous
- CVPR 2026Mind the Way You Select Negative Texts Pursuing the Distance
- CVPR 2026MindDriver Introducing Progressive Multimodal Reasoning for Autonomous Driving
- CVPR 2026MindPower Enabling Theory-of-Mind Reasoning in VLM-based Embodied Agents
- CVPR 2026Minimal Constraint Relaxation for Multiview Autocalibration
- CVPR 2026Mining Attribute Subspaces for Efficient Fine-tuning of 3D Foundation Models
- CVPR 2026Mining Instance-Centric Vision-Language Contexts for Human-Object Interaction Detection
- CVPR 2026Mitigating Multimodal Hallucinations via Gradient-based Self-Reflection
- CVPR 2026Mitigating Objectness Bias and Region-to-Text Misalignment for Open-Vocabulary Panoptic Segmentation
- CVPR 2026Mixture of Style Experts for Diverse Image Stylization
- CVPR 2026MLLM-HWSI A Multimodal Large Language Model for Hierarchical Whole Slide
- CVPR 2026MM-ACT Learn from Multimodal Parallel Generation to Act
- CVPR 2026MM-OVSeg Multimodal Optical-SAR Fusion for Open-Vocabulary Segmentation in Remote Sensing
- CVPR 2026MM-SeR Multimodal Self-Refinement for Lightweight Image Captioning
- CVPR 2026MMCP-GEN A Modality-Extensible Diffusion Language Model for Conditional Protein Sequence
- CVPR 2026MMDIR Multimodal Instruction-Driven Framework for Mixed-Degradation Document Image Restoration
- CVPR 2026MMLandmarks a Cross-View Instance-Level Benchmark for Geo-Spatial Understanding
- CVPR 2026MMR-AD A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection
- CVPR 2026MMSD3.0 A Multi-Image Benchmark for Real-World Multimodal Sarcasm Detection
- CVPR 2026MMTIT-Bench A Multilingual and Multi-Scenario Benchmark with Cognition-Perception-Reasoning Guided Text-Image
- CVPR 2026MMVIP A Visible-infrared Paired Dataset for Multi-weather Marine Vision
- CVPR 2026MoBind Motion Binding for Fine-Grained IMU-Video Pose Alignment
- CVPR 2026MoD-DPO Towards Mitigating Cross-modal Hallucinations in Omni LLMs using Modality
- CVPR 2026Modeling Cross-vision Synergy for Unified Large Vision Model
- CVPR 2026Models as Lego Builders Assembling Malice from Benign Blocks via
- CVPR 2026MoDES Accelerating Mixture-of-Experts Multimodal Large Language Models via Dynamic Expert
- CVPR 2026MODIX A Training-Free Multimodal Information-Driven Positional Index Scaling for Vision-Language
- CVPR 2026MoE-GRPO Optimizing Mixture-of-Experts via Reinforcement Learning in Vision-Language Models
- CVPR 2026MoEActok A MoE-based Action Tokenizer for Vision-Language-Action Models
- CVPR 2026Molmo2 Open Weights and Data for Vision-Language Models with Video
- CVPR 2026Monet Reasoning in Latent Visual Space Beyond Image and Language
- CVPR 2026MonoVLM Monocular 3D Visual Grounding with Vision Language Models
- CVPR 2026MOON2.0 Dynamic Modality-balanced Multimodal Representation Learning for E-commerce Product Understanding
- CVPR 2026More than the Sum Panorama-Language Models for Adverse Omni-Scenes
- CVPR 2026MoReGen Multi-Agent Motion-Reasoning Engine for Code-based Text-to-Video Synthesis
- CVPR 2026Mostly Text Smart Visuals Asymmetric Text-Visual Pruning for Large Vision-Language
- CVPR 2026MotionEnhancer Leveraging Video Diffusion for Motion-Enhanced Vision-Language Models
- CVPR 2026Motus A Unified Latent Action World Model
- CVPR 2026MovieRecapsQA A Multimodal Open-Ended Video Question-Answering Benchmark
- CVPR 2026MR-RAG Multimodal Relevance-Aware Retrieval-Augmented Generation for Medical Visual Question Answering
- CVPR 2026MSJoE Jointly Evolving MLLM and Sampler for Efficient Long-Form Video
- CVPR 2026MTA Multimodal Task Alignment for BEV Perception and Captioning
- CVPR 2026MuCo Multi-turn Contrastive Learning for Multimodal Embedding Model
- CVPR 2026MuKV Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering
- CVPR 2026Multi-Crit Benchmarking Multimodal Judges on Pluralistic Criteria-Following
- CVPR 2026Multi-Metric Representation Learning Strategy Based on Clustering for Fine-Grained Multimodal
- CVPR 2026Multi-Scale Local Speculative Decoding for Image Generation
- CVPR 2026Multi-speaker Attention Alignment for Multimodal Social Interaction
- CVPR 2026MultiAnimate Pose-Guided Image Animation Made Extensible
- CVPR 2026Multimodal Causality-Driven Representation Learning for Generalizable Medical Image Segmentation
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。