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 8 / 225 页
- CVPR 2026EffectMaker Unifying Reasoning and Generation for Customized Visual Effect Creation
- CVPR 2026Efficiency Follows Global-Local Decoupling
- CVPR 2026Efficient Encoder-Free Fourier-based 3D Large Multimodal Model
- CVPR 2026Efficient Real-Time Raw-to-Raw Denoising for Extreme Low-Light Ultra HD Video
- CVPR 2026EG-3DVG Expression and Geometry Aware Grounding Decoder for 3D Visual
- CVPR 2026Ego Embedding-Guided Personalization of Vision-Language Models
- CVPR 2026Ego-1K - A Large-Scale Multiview Video Dataset for Egocentric Vision
- CVPR 2026Ego-Grounding for Personalized Question-Answering in Egocentric Videos
- CVPR 2026EgoEdit Dataset Real-Time Streaming Model and Benchmark for Egocentric Video
- CVPR 2026EgoProx Evaluating MLLMs on Egocentric 3D Proximity Reasoning Across a
- CVPR 2026EgoRoC Towards Egocentric Robotic Control via Task-Agnostic Visual Alignment
- CVPR 2026EgoSound Benchmarking Sound Understanding in Egocentric Videos
- CVPR 2026ElasticFormer Detecting Objects in HRW Shots via Elastic Computing Vision
- CVPR 2026ELVIS Enhance Low-Light for Video Instance Segmentation in the Dark
- CVPR 2026EMAD Evidence-Centric Grounded Multimodal Diagnosis for Alzheimers Disease
- CVPR 2026EMMA Extracting Multiple physical parameters from Multimodal Data
- CVPR 2026EMO-R3 Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large
- CVPR 2026EmoStyle Emotion-Driven Image Stylization
- CVPR 2026EMR-Diff Edge-aware Multimodal Residual Diffusion Model for Hyperspectral Image Super-resolution
- CVPR 2026ENC-Bench A Benchmark for Evaluating Multimodal Large Language Models in
- CVPR 2026Enhance-then-Balance Modality Collaboration for Robust Multimodal Sentiment Analysis
- CVPR 2026Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix Weighting
- CVPR 2026Enhancing Descriptive Captions with Visual Attributes for Multimodal Perception
- CVPR 2026Enhancing Part-Level Point Grounding for Any Open-Source MLLMs
- CVPR 2026Enhancing Video Vision Language Model with Hippocampal Sensing
- CVPR 2026Envision Attend Then Respond Counterfactual Hallucination Mitigation in Large Vision-Language
- CVPR 2026EthoCLIP Ontology-Enhanced Video-Language Pretraining for Animal Behavior Understanding
- CVPR 2026EventDrive Event Cameras for Vision-Language Driving Intelligence
- CVPR 2026Every Error has Its Magnitude Asymmetric Mistake Severity Training for
- CVPR 2026Evidential Transformation Network Turning Pretrained Models into Evidential Models for
- CVPR 2026EVLF Early Vision-Language Fusion for Generative Dataset Distillation
- CVPR 2026Evo-1 Lightweight Vision-Language-Action Model with Preserved Semantic Alignment
- CVPR 2026Evo-Retriever LLM-Guided Curriculum Evolution with Viewpoint-Pathway Collaboration for Multimodal Document
- CVPR 2026EvoComp Learning Visual Token Compression for Multimodal Large Language Models
- CVPR 2026Evolutionary Multimodal Reasoning via Hierarchical Semantic Representation for Intent Recognition
- CVPR 2026EXOTIC External Vision-driven Incomplete Multi-view Classification
- CVPR 2026Expanding Spatial and Temporal Context for Robotic Imitation Learning With
- CVPR 2026Experience Transfer for Multimodal LLM Agents in Minecraft Game
- CVPR 2026Explaining CLIP Zero-shot Predictions Through Concepts
- CVPR 2026Explore with Long-term Memory A Benchmark and Multimodal LLM-based Reinforcement
- CVPR 2026Exploring Spatiotemporal Feature Propagation for Video-Level Compressive Spectral Reconstruction Dataset
- CVPR 2026Exploring Visual Pretraining for Learning Language Intelligence
- CVPR 2026Exposing and Evaluating Hallucinations for GUI Grounding
- CVPR 2026Extending Embodied Question Answering from Perception to Decision
- CVPR 2026ExtrinSplat Decoupling Geometry and Semantics for Open-Vocabulary Understanding in 3D
- CVPR 2026F2-Assist Multi-Phase Fetal Growth Forecast and Report Generation from Ultrasound
- CVPR 2026Face-Guided Sentiment Boundary Enhancement for Weakly-Supervised Temporal Sentiment Localization
- CVPR 2026FairLLaVA Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants
- CVPR 2026FALCON False-Negative Aware Learning of Contrastive Negatives in Vision-Language Alignment
- CVPR 2026FantasyVLN Unified Multimodal Chain-of-Thought Reasoning for Vision-and-Language Navigation
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。