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 107 / 225 页
- 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
- CVPR 2025Complexity Experts are Task-Discriminative Learners for Any Image Restoration
- CVPR 2025Compositional Caching for Training-free Open-vocabulary Attribute Detection
- CVPR 2025Comprehensive Information Bottleneck for Unveiling Universal Attribution to Interpret Vision Transformers
- CVPR 2025Conformal Prediction for Zero-Shot Models
- CVPR 2025Conical Visual Concentration for Efficient Large Vision-Language Models
- CVPR 2025Consistency Posterior Sampling for Diverse Image Synthesis
- CVPR 2025Context-Aware Multimodal Pretraining
- CVPR 2025ConText-CIR: Learning from Concepts in Text for Composed Image Retrieval
- CVPR 2025Contextual AD Narration with Interleaved Multimodal Sequence
- CVPR 2025Continual SFT Matches Multimodal RLHF with Negative Supervision
- CVPR 2025ControlFace: Harnessing Facial Parametric Control for Face Rigging
- CVPR 2025Convex Combination Star Shape Prior for Data-driven Image Semantic Segmentation
- CVPR 2025Convex Relaxation for Robust Vanishing Point Estimation in Manhattan World
- CVPR 2025Correlative and Discriminative Label Grouping for Multi-Label Visual Prompt Tuning
- CVPR 2025CoSER: Towards Consistent Dense Multiview Text-to-Image Generator for 3D Creation
- CVPR 2025COSMIC: Clique-Oriented Semantic Multi-space Integration for Robust CLIP Test-Time Adaptation
- CVPR 2025COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training
- CVPR 2025CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models
- CVPR 2025CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models
- CVPR 2025CountLLM: Towards Generalizable Repetitive Action Counting via Large Language Model
- CVPR 2025COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts
- CVPR 2025CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology
- CVPR 2025Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning
- CVPR 2025Cropper: Vision-Language Model for Image Cropping through In-Context Learning
- CVPR 2025Cross-Modal and Uncertainty-Aware Agglomeration for Open-Vocabulary 3D Scene Understanding
- CVPR 2025Cross-modal Causal Relation Alignment for Video Question Grounding
- CVPR 2025Cross-modal Information Flow in Multimodal Large Language Models
- CVPR 2025CSC-PA: Cross-image Semantic Correlation via Prototype Attentions for Single-network Semi-supervised Breast Tumor Segmentation
- CVPR 2025CustomKD: Customizing Large Vision Foundation for Edge Model Improvement via Knowledge Distillation
- CVPR 2025D2SP: Dynamic Dual-Stage Purification Framework for Dual Noise Mitigation in Vision-based Affective Recognition.
- CVPR 2025DA-VPT: Semantic-Guided Visual Prompt Tuning for Vision Transformers
- CVPR 2025DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion
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。