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 56 / 67 页
- CVPR 2024V?: Guided Visual Search as a Core Mechanism in Multimodal LLMs
- CVPR 2024VA3: Virtually Assured Amplification Attack on Probabilistic Copyright Protection for Text-to-Image Generative Models
- CVPR 2024VBench: Comprehensive Benchmark Suite for Video Generative Models
- CVPR 2024VCoder: Versatile Vision Encoders for Multimodal Large Language Models
- CVPR 2024VicTR: Video-conditioned Text Representations for Activity Recognition
- CVPR 2024vid-TLDR: Training Free Token Merging for Light-weight Video Transformer
- CVPR 2024Video Harmonization with Triplet Spatio-Temporal Variation Patterns
- CVPR 2024Video Super-Resolution Transformer with Masked Inter&Intra-Frame Attention
- CVPR 2024VideoBooth: Diffusion-based Video Generation with Image Prompts
- CVPR 2024VideoLLM-online: Online Video Large Language Model for Streaming Video
- CVPR 2024VideoMAC: Video Masked Autoencoders Meet ConvNets
- CVPR 2024VidLA: Video-Language Alignment at Scale
- CVPR 2024ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification
- CVPR 2024VILA: On Pre-training for Visual Language Models
- CVPR 2024VINECS: Video-based Neural Character Skinning
- CVPR 2024ViP-LLaVA: Making Large Multimodal Models Understand Arbitrary Visual Prompts
- CVPR 2024Visual Objectification in Films: Towards a New AI Task for Video Interpretation
- CVPR 2024Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models
- CVPR 2024ViT-CoMer: Vision Transformer with Convolutional Multi-scale Feature Interaction for Dense Predictions
- CVPR 2024ViT-Lens: Towards Omni-modal Representations
- CVPR 2024ViTamin: Designing Scalable Vision Models in the Vision-Language Era
- CVPR 2024VLP: Vision Language Planning for Autonomous Driving
- CVPR 2024VoCo: A Simple-yet-Effective Volume Contrastive Learning Framework for 3D Medical Image Analysis
- CVPR 2024Volumetric Environment Representation for Vision-Language Navigation
- CVPR 2024VTimeLLM: Empower LLM to Grasp Video Moments
- CVPR 2024VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media Reasoning
- CVPR 2024Weakly Misalignment-free Adaptive Feature Alignment for UAVs-based Multimodal Object Detection
- CVPR 2024What Do You See in Vehicle? Comprehensive Vision Solution for In-Vehicle Gaze Estimation
- CVPR 2024What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language Models
- CVPR 2024What Sketch Explainability Really Means for Downstream Tasks?
- CVPR 2024What You See is What You GAN: Rendering Every Pixel for High-Fidelity Geometry in 3D GANs
- CVPR 2024WildlifeMapper: Aerial Image Analysis for Multi-Species Detection and Identification
- CVPR 2024WonderJourney: Going from Anywhere to Everywhere
- CVPR 2024WWW: A Unified Framework for Explaining What Where and Why of Neural Networks by Interpretation of Neuron Concepts
- CVPR 2024X-MIC: Cross-Modal Instance Conditioning for Egocentric Action Generalization
- CVPR 2024XFeat: Accelerated Features for Lightweight Image Matching
- CVPR 2024YOLO-World: Real-Time Open-Vocabulary Object Detection
- CVPR 2024You'll Never Walk Alone: A Sketch and Text Duet for Fine-Grained Image Retrieval
- CVPR 2024Your Image is My Video: Reshaping the Receptive Field via Image-To-Video Differentiable AutoAugmentation and Fusion
- CVPR 2024Your Transferability Barrier is Fragile: Free-Lunch for Transferring the Non-Transferable Learning
- CVPR 2024Zero-Painter: Training-Free Layout Control for Text-to-Image Synthesis
- CVPR 2024Zero-shot Referring Expression Comprehension via Structural Similarity Between Images and Captions
- CVPR 2024ZONE: Zero-Shot Instruction-Guided Local Editing
- CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
- CVPR 20233D Concept Learning and Reasoning From Multi-View Images
- CVPR 20233D Spatial Multimodal Knowledge Accumulation for Scene Graph Prediction in Point Cloud
- CVPR 20233D Video Loops From Asynchronous Input
- CVPR 20233DAvatarGAN: Bridging Domains for Personalized Editable Avatars
- CVPR 2023A Dynamic Multi-Scale Voxel Flow Network for Video Prediction
- CVPR 2023A Generalized Framework for Video Instance Segmentation
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。