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 5 / 225 页
- CVPR 2026Complet4R Geometric Complete 4D Reconstruction
- CVPR 2026Compositional Transformation Reasoning for Composed Video Retrieval
- CVPR 2026Computational Speckle Pattern Interferometry
- CVPR 2026Computer Vision with a Superpixelation Camera
- CVPR 2026Concept Regions Matter Benchmarking CLIP with a New Cluster-Importance Approach
- CVPR 2026Concept-Aware Batch Sampling Improves Language-Image Pretraining
- CVPR 2026Concept-Guided Fine-Tuning Steering ViTs away from Spurious Correlations to Improve
- CVPR 2026ConceptPose Training-Free Zero-Shot Object Pose Estimation using Concept Vectors
- CVPR 2026Condensed Test-Time Adaptation of VLMs for Action Recognition
- CVPR 2026Conditional Factuality Controlled LLMs with Generalization Certificates via Conformal Sampling
- CVPR 2026ConeSep Cone-based Robust Noise-Unlearning Compositional Network for Composed Image Retrieval
- CVPR 2026Conflict-Aware Adaptive Cross-Reconstruction for Multimodal Sentiment Analysis
- CVPR 2026Consensus Entropy Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR
- CVPR 2026Consensus vs. Controversy Mapping the Decision Space Where Architectures Diverge
- CVPR 2026ConsID-Gen View-Consistent and Identity-Preserving Image-to-Video Generation
- CVPR 2026ConsistCompose Unified Multimodal Layout Control for Image Composition
- CVPR 2026ConsisVLA-4D Advancing Spatiotemporal Consistency in Efficient 3D-Perception and 4D-Reasoning for
- CVPR 2026Content-Adaptive Hierarchical Hyperprior for Neural Video Coding
- CVPR 2026Context-Nav Context-Driven Exploration and Viewpoint-Aware 3D Spatial Reasoning for Instance
- CVPR 2026Contrastive Cross-Bag Augmentation for Multiple Instance Learning-based Whole Slide Image
- CVPR 2026Controllable Federated Prompt Learning at Test Time
- CVPR 2026Convexity-Aware Noise Calibration A Self-Supervised Framework for Noise-Level-Unknown Image Denoising
- CVPR 2026Convolutional Neural Networks Driven by Content Similarity
- CVPR 2026COPE Consistent Occlusion and Prompt Enhancement Network for Occluded Person
- CVPR 2026COPO Causal-Oriented Policy Optimization for Hallucinations of MLLMs
- CVPR 2026Copy-Transform-Paste Zero-Shot Object-Object Alignment Guided by Vision-Language and Geometric Constraints
- CVPR 2026COPYLENS Towards Copyrighted Characters Infringement Detection via Copyright-Aware Prompt Learning
- CVPR 2026CORE Compact Object-centric REpresentations as a New Paradigm for Token
- CVPR 2026CoRiM Conflict-driven Risk Minimization for Dynamic Multimodal Fusion
- CVPR 2026Counterfactual VLA Self-Reflective Vision-Language-Action Model with Adaptive Reasoning
- CVPR 2026Coupled Diffusion Sampling for Training-Free Multi-View Image Editing
- CVPR 2026CoVFT Context-aware Visual Fine-tuning for Multimodal Large Language Models
- CVPR 2026CrackSSM Reviving SSMs for Crack Segmentation via Dynamic Scanning
- CVPR 2026CREval An Automated Interpretable Evaluation for Creative Image Manipulation under
- CVPR 2026CREward A Type-Specific Creativity Reward Model
- CVPR 2026CRFT Consistent-Recurrent Feature Flow Transformer for Cross-Modal Image Registration
- CVPR 2026CRIT Graph-Based Automatic Data Synthesis to Enhance Cross-Modal Multi-Hop Reasoning
- CVPR 2026Cross from Left to Right Brain Adaptive Text Dreamer for
- CVPR 2026Cross-Domain Demo-to-Code via Neurosymbolic Counterfactual Reasoning
- CVPR 2026Cross-Hand Latent Representation for Vision-Language-Action Models
- CVPR 2026Cross-Modal Attention Calibration for LVLM Hallucination Mitigation
- CVPR 2026Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Video
- CVPR 2026Cross-Modal Guided Visual Synthesis for Data-Efficient Multimodal Depression Recognition
- CVPR 2026Cross-modal Identity Mapping Minimizing Information Loss in Modality Conversion via
- CVPR 2026CrossHOI-Bench A Unified Benchmark for HOI Evaluation across Vision-Language Models
- CVPR 2026CrossVL Complexity-Aware Feature Routing and Paired Curriculum for Cross-View Vision-Language
- CVPR 2026CryoHype Reconstructing a thousand cryo-EM structures with transformer-based hypernetworks
- CVPR 2026CSF Black-box Fingerprinting via Compositional Semantics for Text-to-Image Models
- CVPR 2026CURE Curriculum-guided Multi-task Training for Reliable Anatomy Grounded Report Generation
- CVPR 2026CURVE A Benchmark for Cultural and Multilingual Long Video Reasoning
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。