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 15 / 62 页
- CVPR 2025Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces
- CVPR 2025Through-The-Mask: Mask-based Motion Trajectories for Image-to-Video Generation
- CVPR 2025TimeTracker: Event-based Continuous Point Tracking for Video Frame Interpolation with Non-linear Motion
- CVPR 2025Token Cropr: Faster ViTs for Quite a Few Tasks
- CVPR 2025TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation
- CVPR 2025Tokenize Image Patches: Global Context Fusion for Effective Haze Removal in Large Images
- CVPR 2025TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model
- CVPR 2025Towards a Universal Synthetic Video Detector: From Face or Background Manipulations to Fully AI-Generated Content
- CVPR 2025Towards Continual Universal Segmentation
- CVPR 2025Towards Long-Horizon Vision-Language Navigation: Platform, Benchmark and Method
- CVPR 2025Towards More General Video-based Deepfake Detection through Facial Component Guided Adaptation for Foundation Model
- CVPR 2025Towards Natural Language-Based Document Image Retrieval: New Dataset and Benchmark
- CVPR 2025Towards Training-free Anomaly Detection with Vision and Language Foundation Models
- CVPR 2025Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation
- CVPR 2025Towards Understanding How Knowledge Evolves in Large Vision-Language Models
- CVPR 2025Towards Zero-Shot Anomaly Detection and Reasoning with Multimodal Large Language Models
- CVPR 2025Training-free Dense-Aligned Diffusion Guidance for Modular Conditional Image Synthesis
- CVPR 2025TSAM: Temporal SAM Augmented with Multimodal Prompts for Referring Audio-Visual Segmentation
- CVPR 2025TSP-Mamba: The Travelling Salesman Problem Meets Mamba for Image Super-resolution and Beyond
- CVPR 2025Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models
- CVPR 2025UCM-VeID V2: A Richer Dataset and A Pre-training Method for UAV Cross-Modality Vehicle Re-Identification
- CVPR 2025UHD-processer: Unified UHD Image Restoration with Progressive Frequency Learning and Degradation-aware Prompts
- CVPR 2025Uncertain Multimodal Intention and Emotion Understanding in the Wild
- CVPR 2025Uncertainty Weighted Gradients for Model Calibration
- CVPR 2025Understanding Fine-tuning CLIP for Open-vocabulary Semantic Segmentation in Hyperbolic Space
- CVPR 2025UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
- CVPR 2025Uni4D: Unifying Visual Foundation Models for 4D Modeling from a Single Video
- CVPR 2025UNIALIGN: Scaling Multimodal Alignment within One Unified Model
- CVPR 2025UniPose: A Unified Multimodal Framework for Human Pose Comprehension, Generation and Editing
- CVPR 2025UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model Using Diffusion Prior
- CVPR 2025Unleashing the Potential of Multi-modal Foundation Models and Video Diffusion for 4D Dynamic Physical Scene Simulation
- CVPR 2025Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning
- CVPR 2025Unveil Inversion and Invariance in Flow Transformer for Versatile Image Editing
- CVPR 2025Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly
- CVPR 2025Unveiling the Mist over 3D Vision-Language Understanding: Object-centric Evaluation with Chain-of-Analysis
- CVPR 2025UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation
- CVPR 2025URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image Restoration
- CVPR 2025Using Diffusion Priors for Video Amodal Segmentation
- CVPR 2025V-Stylist: Video Stylization via Collaboration and Reflection of MLLM Agents
- CVPR 2025V^2Dial: Unification of Video and Visual Dialog via Multimodal Experts
- CVPR 2025VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification
- CVPR 2025VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents
- CVPR 2025VELOCITI: Benchmarking Video-Language Compositional Reasoning with Strict Entailment
- CVPR 2025VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models
- CVPR 2025VEU-Bench: Towards Comprehensive Understanding of Video Editing
- CVPR 2025ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation
- CVPR 2025VidComposition: Can MLLMs Analyze Compositions in Compiled Videos?
- CVPR 2025Video Depth Anything: Consistent Depth Estimation for Super-Long Videos
- CVPR 2025Video Depth without Video Models
- CVPR 2025Video Summarization with Large Language Models
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。