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 3,075 篇，第 6 / 62 页
- CVPR 2025Explainable Saliency: Articulating Reasoning with Contextual Prioritization
- CVPR 2025Explaining Domain Shifts in Language: Concept Erasing for Interpretable Image Classification
- CVPR 2025Explaining in Diffusion: Explaining a Classifier with Diffusion Semantics
- CVPR 2025Exploring CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation
- CVPR 2025Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection
- CVPR 2025Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment
- CVPR 2025Exploring Temporally-Aware Features for Point Tracking
- CVPR 2025Exploring the Deep Fusion of Large Language Models and Diffusion Transformers for Text-to-Image Synthesis
- CVPR 2025Exploring Visual Vulnerabilities via Multi-Loss Adversarial Search for Jailbreaking Vision-Language Models
- CVPR 2025F^3OCUS - Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics
- CVPR 2025FactCheXcker: Mitigating Measurement Hallucinations in Chest X-ray Report Generation Models
- CVPR 2025FastVLM: Efficient Vision Encoding for Vision Language Models
- CVPR 2025Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning
- CVPR 2025FIFA: Fine-grained Inter-frame Attention for Driver's Video Gaze Estimation
- CVPR 2025Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning
- CVPR 2025FIMA-Q: Post-Training Quantization for Vision Transformers by Fisher Information Matrix Approximation
- CVPR 2025Fine-Grained Image-Text Correspondence with Cost Aggregation for Open-Vocabulary Part Segmentation
- CVPR 2025FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity
- CVPR 2025FineLIP: Extending CLIP's Reach via Fine-Grained Alignment with Longer Text Inputs
- CVPR 2025FireEdit: Fine-grained Instruction-based Image Editing via Region-aware Vision Language Model
- CVPR 2025FirePlace: Geometric Refinements of LLM Common Sense Reasoning for 3D Object Placement
- CVPR 2025FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation
- CVPR 2025FLAIR: VLM with Fine-grained Language-informed Image Representations
- CVPR 2025FlashSloth : Lightning Multimodal Large Language Models via Embedded Visual Compression
- CVPR 2025Flexible Frame Selection for Efficient Video Reasoning
- CVPR 2025Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion
- CVPR 2025FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification
- CVPR 2025Font-Agent: Enhancing Font Understanding with Large Language Models
- CVPR 2025Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models
- CVPR 2025FRAME: Floor-aligned Representation for Avatar Motion from Egocentric Video
- CVPR 2025Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM
- CVPR 2025FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts
- CVPR 2025Frequency Dynamic Convolution for Dense Image Prediction
- CVPR 2025Frequency-Biased Synergistic Design for Image Compression and Compensation
- CVPR 2025From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport
- CVPR 2025From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration
- CVPR 2025From Multimodal LLMs to Generalist Embodied Agents: Methods and Lessons
- CVPR 2025FSFM: A Generalizable Face Security Foundation Model via Self-Supervised Facial Representation Learning
- CVPR 2025Full-DoF Egomotion Estimation for Event Cameras Using Geometric Solvers
- CVPR 2025Functionality Understanding and Segmentation in 3D Scenes
- CVPR 2025Fuzzy Multimodal Learning for Trusted Cross-modal Retrieval
- CVPR 2025g3D-LF: Generalizable 3D-Language Feature Fields for Embodied Tasks
- CVPR 2025Galaxy Walker: Geometry-aware VLMs For Galaxy-scale Understanding
- CVPR 2025GaussTR: Foundation Model-Aligned Gaussian Transformer for Self-Supervised 3D Spatial Understanding
- CVPR 2025Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model
- CVPR 2025Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning
- CVPR 2025Generating Multimodal Driving Scenes via Next-Scene Prediction
- CVPR 2025Generative Photography: Scene-Consistent Camera Control for Realistic Text-to-Image Synthesis
- CVPR 2025Generative Zero-Shot Composed Image Retrieval
- CVPR 2025GENIUS: A Generative Framework for Universal Multimodal Search
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。