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 3,302 篇，第 9 / 67 页
- CVPR 2026FAPE-IR Frequency-Aware Planning and Execution Framework for All-in-One Image Restoration
- CVPR 2026Fast Markov Random Field Optimisation for Topologically Noisy 3D Shape
- CVPR 2026Fast Reasoning Segmentation for Images and Videos
- CVPR 2026Fast-ThinkAct Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning
- CVPR 2026FAVE A Structured Benchmark for Fine-Grained Audio-Visual Temporal Evaluation in
- CVPR 2026FB-CLIP Fine-Grained Zero-Shot Anomaly Detection with Foreground-Background Disentanglement
- CVPR 2026FEAST Fully Connected Expressive Attention for Spatial Transcriptomics
- CVPR 2026Featurising Pixels from Dynamic 3D Scenes with Linear In-Context Learners
- CVPR 2026FedAFD Multimodal Federated Learning via Adversarial Fusion and Distillation
- CVPR 2026FedMPT Federated Multi-Label Prompt Tuning of Vision-Language Models
- CVPR 2026Few-Shot Incremental 3D Object Detection in Dynamic Indoor Environments
- CVPR 2026FFP-300K Scaling First-Frame Propagation for Generalizable Video Editing
- CVPR 2026Fighting Hallucinations with Counterfactuals Diffusion-Guided Perturbations for LVLM Hallucination Suppression
- CVPR 2026Fine-grained Image Aesthetic Assessment Learning Discriminative Scores from Relative Ranks
- CVPR 2026Fine-Grained Multi Image Object Hallucination Benchmark
- CVPR 2026Fine-Grained Post-Training Quantization for Large Vision Language Models with Quantization-Aware
- CVPR 2026FireScope Wildfire Risk Raster Prediction With a Chain-of-Thought Oracle
- CVPR 2026First Frame Is the Place to Go for Video Content
- CVPR 2026First Logit Boosting Visual Grounding Method to Mitigate Object Hallucination
- CVPR 2026FLARE A Failure-Aware Framework for Autonomous Correction and Recovery in
- CVPR 2026Flat-Pack Bench Evaluating Spatio-Temporal Understanding in Large Vision-Language Models through
- CVPR 2026FlexTraj Image-to-Video Generation with Flexible Point Trajectory Control
- CVPR 2026FlowComposer Composable Flows for Compositional Zero-Shot Learning
- CVPR 2026FlowHijack A Dynamics-Aware Backdoor Attack on Flow-Matching Vision-Language-Action Models
- CVPR 2026FlowMotion Training-Free Flow Guidance for Video Motion Transfer
- CVPR 2026FlowPortal Residual-Corrected Flow for Training-Free Video Relighting and Background Replacement
- CVPR 2026FluoCLIP Stain-Aware Focus Quality Assessment in Fluorescence Microscopy
- CVPR 2026FluxMem Adaptive Hierarchical Memory for Streaming Video Understanding
- CVPR 2026FM-Steer Enhance Generalist Policies with Value-Guided Cascaded Denoising
- CVPR 2026fMRI-LM Towards a Universal Foundation Model for Language-Aligned fMRI Understanding
- CVPR 2026Focus Dont Prune Identifying Instruction-Relevant Regions for Information-Rich Image Understanding
- CVPR 2026Focus-to-Perceive Representation Learning A Cognition-Inspired Hierarchical Framework for Endoscopic Video
- CVPR 2026FocusUI Efficient UI Grounding via Position-Preserving Visual Token Selection
- CVPR 2026ForceVLA2 Unleashing Hybrid Force-Position Control with Force Awareness for Contact-Rich
- CVPR 2026ForeAct Steering Your VLA with Efficient Visual Foresight Planning
- CVPR 2026Forging a Dynamic Memory Retrieval-Guided Continual Learning for Generalist Medical
- CVPR 2026FoSS Modeling Long-Range Dependencies and Multimodal Uncertainty in Trajectory Prediction
- CVPR 2026Foundation Encoders Are All You Need for Preference-Aware Personalization
- CVPR 2026Foundation Model Priors Enhance Object Focus in Feature Space for
- CVPR 2026FoundIR-v2 Optimizing Pre-Training Data Mixtures for Image Restoration Foundation Model
- CVPR 2026Foundry Distilling 3D Foundation Models for the Edge
- CVPR 2026FPS-Bench A Benchmark for High Frame-Rate Video Understanding
- CVPR 2026Frame2Freq Spectral Adapters for Fine-Grained Video Understanding
- CVPR 2026Franca Nested Matryoshka Clustering for Scalable Visual Representation Learning
- CVPR 2026Free-Grained Hierarchical Visual Recognition
- CVPR 2026FreqEdit Preserving High-Frequency Features for Robust Multi-Turn Image Editing
- CVPR 2026From 3D Pose to Prose Biomechanics-Grounded Vision-Language Coaching
- CVPR 2026From Attraction to Equilibrium Physics-Inspired Semantic Gravitons for Zero-Shot Anomaly
- CVPR 2026From Corners to Fiducial Tags Revisiting Checkerboard Calibration for Event
- CVPR 2026From Failure to Feedback Group Revision Unlocks Hard Cases in
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。