多模态大模型论文趋势 2023–2026

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。

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 2 / 62 页

51. CVPR 2025Anyattack: Towards Large-scale Self-supervised Adversarial Attacks on Vision-language Models
52. CVPR 2025AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
53. CVPR 2025AnySat: One Earth Observation Model for Many Resolutions, Scales, and Modalities
54. CVPR 2025APHQ-ViT: Post-Training Quantization with Average Perturbation Hessian Based Reconstruction for Vision Transformers
55. CVPR 2025Apollo: An Exploration of Video Understanding in Large Multimodal Models
56. CVPR 2025Argus: A Compact and Versatile Foundation Model for Vision
57. CVPR 2025Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought
58. CVPR 2025ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial Transcriptomics
59. CVPR 2025Assessing and Learning Alignment of Unimodal Vision and Language Models
60. CVPR 2025Associative Transformer
61. CVPR 2025Asynchronous Collaborative Graph Representation for Frames and Events
62. CVPR 2025ATP-LLaVA: Adaptive Token Pruning for Large Vision Language Models
63. CVPR 2025Attention IoU: Examining Biases in CelebA using Attention Maps
64. CVPR 2025Augmented Deep Contexts for Spatially Embedded Video Coding
65. CVPR 2025Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering
66. CVPR 2025Augmenting Perceptual Super-Resolution via Image Quality Predictors
67. CVPR 2025Auto-Encoded Supervision for Perceptual Image Super-Resolution
68. CVPR 2025Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation
69. CVPR 2025AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing
70. CVPR 2025BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs
71. CVPR 2025BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation
72. CVPR 2025Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection
73. CVPR 2025Bayesian Test-Time Adaptation for Vision-Language Models
74. CVPR 2025Believing is Seeing: Unobserved Object Detection using Generative Models
75. CVPR 2025Benchmarking Large Vision-Language Models via Directed Scene Graph for Comprehensive Image Captioning
76. CVPR 2025beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation
77. CVPR 2025Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning
78. CVPR 2025Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge
79. CVPR 2025Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning
80. CVPR 2025BF-STVSR: B-Splines and Fourier---Best Friends for High Fidelity Spatial-Temporal Video Super-Resolution
81. CVPR 2025Bias for Action: Video Implicit Neural Representations with Bias Modulation
82. CVPR 2025BiM-VFI: Bidirectional Motion Field-Guided Frame Interpolation for Video with Non-uniform Motions
83. CVPR 2025BIMBA: Selective-Scan Compression for Long-Range Video Question Answering
84. CVPR 2025Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing
85. CVPR 2025Binarized Neural Network for Multi-spectral Image Fusion
86. CVPR 2025BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models
87. CVPR 2025BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature
88. CVPR 2025BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology
89. CVPR 2025Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events
90. CVPR 2025BlenderGym: Benchmarking Foundational Model Systems for Graphics Editing
91. CVPR 2025BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices
92. CVPR 2025BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding
93. CVPR 2025Boltzmann Attention Sampling for Image Analysis with Small Objects
94. CVPR 2025Bootstrap Your Own Views: Masked Ego-Exo Modeling for Fine-grained View-invariant Video Representations
95. CVPR 2025Bridge Frame and Event: Common Spatiotemporal Fusion for High-Dynamic Scene Optical Flow
96. CVPR 2025Bridging Modalities: Improving Universal Multimodal Retrieval by Multimodal Large Language Models
97. CVPR 2025Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior
98. CVPR 2025Bridging Viewpoint Gaps: Geometric Reasoning Boosts Semantic Correspondence
99. CVPR 2025Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis
100. CVPR 2025Buffer Anytime: Zero-Shot Video Depth and Normal from Image Priors

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。