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 1,716 篇，第 1 / 35 页

1. CVPR 2024360Loc: A Dataset and Benchmark for Omnidirectional Visual Localization with Cross-device Queries
2. CVPR 20243D Face Tracking from 2D Video through Iterative Dense UV to Image Flow
3. CVPR 20243D Multi-frame Fusion for Video Stabilization
4. CVPR 20243D-LFM: Lifting Foundation Model
5. CVPR 2024A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models
6. CVPR 2024A General and Efficient Training for Transformer via Token Expansion
7. CVPR 2024A Pedestrian is Worth One Prompt: Towards Language Guidance Person Re-Identification
8. CVPR 2024A Picture is Worth More Than 77 Text Tokens: Evaluating CLIP-Style Models on Dense Captions
9. CVPR 2024A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames
10. CVPR 2024A Simple Recipe for Language-guided Domain Generalized Segmentation
11. CVPR 2024A Theory of Joint Light and Heat Transport for Lambertian Scenes
12. CVPR 2024A Unified Approach for Text- and Image-guided 4D Scene Generation
13. CVPR 2024A Video is Worth 256 Bases: Spatial-Temporal Expectation-Maximization Inversion for Zero-Shot Video Editing
14. CVPR 2024A Vision Check-up for Language Models
15. CVPR 2024Accelerating Neural Field Training via Soft Mining
16. CVPR 2024Accept the Modality Gap: An Exploration in the Hyperbolic Space
17. CVPR 2024ActiveDC: Distribution Calibration for Active Finetuning
18. CVPR 2024AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution
19. CVPR 2024Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration
20. CVPR 2024Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation
21. CVPR 2024AHIVE: Anatomy-aware Hierarchical Vision Encoding for Interactive Radiology Report Retrieval
22. CVPR 2024AIDE: An Automatic Data Engine for Object Detection in Autonomous Driving
23. CVPR 2024ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision Transformers
24. CVPR 2024Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering
25. CVPR 2024Align Before Adapt: Leveraging Entity-to-Region Alignments for Generalizable Video Action Recognition
26. CVPR 2024Aligning and Prompting Everything All at Once for Universal Visual Perception
27. CVPR 2024AlignMiF: Geometry-Aligned Multimodal Implicit Field for LiDAR-Camera Joint Synthesis
28. CVPR 2024All in One Framework for Multimodal Re-identification in the Wild
29. CVPR 2024AM-RADIO: Agglomerative Vision Foundation Model Reduce All Domains Into One
30. CVPR 2024AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning
31. CVPR 2024An N-Point Linear Solver for Line and Motion Estimation with Event Cameras
32. CVPR 2024Anatomically Constrained Implicit Face Models
33. CVPR 2024Anchor-based Robust Finetuning of Vision-Language Models
34. CVPR 2024Any-Shift Prompting for Generalization over Distributions
35. CVPR 2024ArGue: Attribute-Guided Prompt Tuning for Vision-Language Models
36. CVPR 2024Asymmetric Masked Distillation for Pre-Training Small Foundation Models
37. CVPR 2024Attention Calibration for Disentangled Text-to-Image Personalization
38. CVPR 2024Attention-Propagation Network for Egocentric Heatmap to 3D Pose Lifting
39. CVPR 2024Authentic Hand Avatar from a Phone Scan via Universal Hand Model
40. CVPR 2024BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model
41. CVPR 2024BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning
42. CVPR 2024BadCLIP: Trigger-Aware Prompt Learning for Backdoor Attacks on CLIP
43. CVPR 2024BANF: Band-Limited Neural Fields for Levels of Detail Reconstruction
44. CVPR 2024Bayesian Exploration of Pre-trained Models for Low-shot Image Classification
45. CVPR 2024Beyond Image Super-Resolution for Image Recognition with Task-Driven Perceptual Loss
46. CVPR 2024Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation
47. CVPR 2024Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining
48. CVPR 2024BigGait: Learning Gait Representation You Want by Large Vision Models
49. CVPR 2024Bilateral Event Mining and Complementary for Event Stream Super-Resolution
50. CVPR 2024Bilateral Propagation Network for Depth Completion

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。