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 5,190 篇，第 10 / 104 页
- CVPR 2026From Indoor to Open World Revealing the Spatial Reasoning Gap
- CVPR 2026From Infusion to Assimilation Distillation for Medical Image Segmentation
- CVPR 2026From Manuals to Actions A Unified VLA Model for Chain-of-Thought
- CVPR 2026From Observation to Action Latent Action-based Primitive Segmentation for VLA
- CVPR 2026From Panel to Pixel Zoom-In Vision-Language Pretraining from Biomedical Scientific
- CVPR 2026From Static to Dynamic Exploring Self-supervised Image-to-Video Representation Transfer Learning
- CVPR 2026From Weights to Concepts Data-Free Interpretability of CLIP via Singular
- CVPR 2026FunFact Building Probabilistic Functional 3D Scene Graphs via Factor-Graph Reasoning
- CVPR 2026FUSAR-GPT A Spatiotemporal Feature-Embedded and Two-Stage Decoupled Visual Language Model
- CVPR 2026Fusion in Your Way Aligning Image Fusion with Heterogeneous Demands
- CVPR 2026Fusion of Depth and Semantics for Probabilistic Floorplan Localization
- CVPR 2026G-MIXER Geodesic Mixup-based Implicit Semantic Expansion and Explicit Semantic Re-ranking
- CVPR 2026G2VLM Geometry Grounded Vision Language Model with Unified 3D Reconstruction
- CVPR 2026GA-VLN Geometry-Aware BEV Representation for Efficient Vision-Language Navigation
- CVPR 2026Gastric-X A Multimodal Multi-Phase Benchmark Dataset for Advancing Vision-Language Models
- CVPR 2026GaussianDWM 3D Gaussian Driving World Model for Unified Scene Understanding
- CVPR 2026GaussianVision Vision-Language Alignment from Compressed Image Representations using 2D Gaussian
- CVPR 2026GaussianZoom Progressive Zoom-in Generative 3D Gaussian Splatting with Geometric and
- CVPR 2026GEM-TFL Bridging Weak and Full Supervision for Forgery Localization through
- CVPR 2026GenColorBench A Color Evaluation Benchmark for Text-to-Image Generation
- CVPR 2026Generalizable Knowledge Distillation from Vision Foundation Models for Semantic Segmentation
- CVPR 2026Generalized and Personalized Federated Learning with Black-Box Foundation Models via
- CVPR 2026GeniNav Generative Model Driven Image-Goal Navigation via Imagination-Guided Consistency Flow
- CVPR 2026GeoDiT A Diffusion-based Vision-Language Model for Geospatial Understanding
- CVPR 2026Geometrically-Constrained Agent for Spatial Reasoning
- CVPR 2026Geometry-Guided 3D Visual Token Pruning for Video-Language Models
- CVPR 2026GeoMMBench and GeoMMAgent Toward Expert-Level Multimodal Intelligence in Geoscience and
- CVPR 2026GeoPredict Leveraging Predictive Kinematics and 3D Gaussian Geometry for Precise
- CVPR 2026GeoSAM2 Unleashing the Power of SAM2 for 3D Part Segmentation
- CVPR 2026GeoTikzBridge Advancing Multimodal Code Generation for Geometric Perception and Reasoning
- CVPR 2026GeoViS Geospatially Rewarded Visual Search for Remote Sensing Visual Grounding
- CVPR 2026GFRRN Explore the Gaps in Single Image Reflection Removal
- CVPR 2026GGBench A Geometric Generative Reasoning Benchmark for Unified Multimodal Models
- CVPR 2026GIFT Global Irreplaceability Frame Targeting for Efficient Video Understanding
- CVPR 2026Global Prior Meets Local Consistency Dual-Memory Augmented Vision-Language-Action Model for
- CVPR 2026Global-Graph Guided and Local-Graph Weighted Contrastive Learning for Unified Clustering
- CVPR 2026Gradient Knows Best Mixed-Precision Quantization via Gradient-Guided Bit Allocation for
- CVPR 2026Granulon Awakening Pixel-Level Visual Encoders with Adaptive Multi-Granularity Semantics for
- CVPR 2026Graph2Eval Automatic Multimodal Task Generation for Agents via Knowledge Graphs
- CVPR 2026GraPHFormer A Multimodal Graph Persistent Homology Transformer for the Analysis
- CVPR 2026GraphVLM Benchmarking Vision Language Models for Multimodal Graph Learning
- CVPR 2026GraspALL Adaptive Structural Compensation from Illumination Variation for Robotic Garment
- CVPR 2026Gravitation-Driven Semantic Alignment for Text Video Retrieval
- CVPR 2026Grounded 3D-Aware Spatial Vision-Language Modeling
- CVPR 2026Grounding Everything in Tokens for Multimodal Large Language Models
- CVPR 2026GroundVTS Visual Token Sampling in Multimodal Large Language Models for
- CVPR 2026GT-SVJ Generative-Transformer-Based Self-Supervised Video Judge For Efficient Video Reward Modeling
- CVPR 2026GThinker Towards General Multimodal Reasoning via Cue-Guided Rethinking
- CVPR 2026GTR-Turbo Merged Checkpoint is Secretly a Free Teacher for Agentic
- CVPR 2026Guardians of the Hair Rescuing Soft Boundaries in Depth Stereo
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。