扩散模型论文趋势 2023–2026

主要结论

• 扩散模型论文从 2023 年的 660 篇增长到 2026 年的 2,691 篇，三年间扩大到约 4.1 倍。
• NeurIPS 是发扩散模型论文最多的会议，2023–2026 年共 2,202 篇，占四个会议总量的 32%。
• 交叉方向里涨得最快的是应用 · chemistry physics and earth sciences：同时属于两个主题的论文从 2023 年的 14 篇增至 2026 年的 163 篇。
• 在「深度学习」的 11 个主题里，它的 2026 年论文数排第 1；同组增长最快的深度学习 · foundation models是 2.5 倍，扩散模型是 4.1 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$\mathbf{D^{3}S^{2}}$: Diffusion-Guided Dataset Distillation for Semantic Segmentation
• ICML 2026“Do Diffusion Models Dream of Electric Planes?” Discrete and Continuous Simulation-Based Inference for Aircraft Design
• ICLR 2026$\alpha$-DPO: Robust Preference Alignment for Diffusion Models via $\alpha$ Divergence
• CVPR 20262ndMatch Finetuning Pruned Diffusion Models via Second-Order Jacobian Matching
• NeurIPS 2025$\text{S}^2$Q-VDiT: Accurate Quantized Video Diffusion Transformer with Salient Data and Sparse Token Distillation
• ICML 2025A First-order Generative Bilevel Optimization Framework for Diffusion Models
• ICLR 2025$\text{I}^2\text{AM}$: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps
• CVPR 20253DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement
• NeurIPS 2024$\text{Di}^2\text{Pose}$: Discrete Diffusion Model for Occluded 3D Human Pose Estimation
• ICML 2024A Dense Reward View on Aligning Text-to-Image Diffusion with Preference
• ICLR 2024$\infty$-Diff: Infinite Resolution Diffusion with Subsampled Mollified States
• CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
• NeurIPS 20233D molecule generation by denoising voxel grids
• ICML 2023A Critical Revisit of Adversarial Robustness in 3D Point Cloud Recognition with Diffusion-Driven Purification
• ICLR 2023(Certified!!) Adversarial Robustness for Free!
• CVPR 20233D Neural Field Generation Using Triplane Diffusion
• NeurIPS 2026$\text{PartConcepts}$: A Unified Mechanism for Fine-Grained Part Localization and Generation
• ICML 2026$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion
• ICLR 2026$\textit{MADFormer}$: Mixed Autoregressive and Diffusion Transformers for Continuous Image Generation
• CVPR 20263D-LATTE Latent Space 3D Editing from Textual Instructions

全部扩散模型论文

共 2,078 篇，第 1 / 42 页

1. CVPR 20253DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement
2. CVPR 20253DTopia-XL: Scaling High-quality 3D Asset Generation via Primitive Diffusion
3. CVPR 20254Real-Video: Learning Generalizable Photo-Realistic 4D Video Diffusion
4. CVPR 2025A Bias-Free Training Paradigm for More General AI-generated Image Detection
5. CVPR 2025A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training
6. CVPR 2025A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation
7. CVPR 2025A Unified Latent Schrodinger Bridge Diffusion Model for Unsupervised Anomaly Detection and Localization
8. CVPR 2025AC3D: Analyzing and Improving 3D Camera Control in Video Diffusion Transformers
9. CVPR 2025Acc3D: Accelerating Single Image to 3D Diffusion Models via Edge Consistency Guided Score Distillation
10. CVPR 2025Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition
11. CVPR 2025ACE: Anti-Editing Concept Erasure in Text-to-Image Models
12. CVPR 2025Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training
13. CVPR 2025Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models
14. CVPR 2025Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization
15. CVPR 2025AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data Generation
16. CVPR 2025Aesthetic Post-Training Diffusion Models from Generic Preferences with Step-by-step Preference Optimization
17. CVPR 2025AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark
18. CVPR 2025AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic Data
19. CVPR 2025Alias-Free Latent Diffusion Models: Improving Fractional Shift Equivariance of Diffusion Latent Space
20. CVPR 2025Align-A-Video: Deterministic Reward Tuning of Image Diffusion Models for Consistent Video Editing
21. CVPR 2025Align3R: Aligned Monocular Depth Estimation for Dynamic Videos
22. CVPR 2025An End-to-End Robust Point Cloud Semantic Segmentation Network with Single-Step Conditional Diffusion Models
23. CVPR 2025An Image-like Diffusion Method for Human-Object Interaction Detection
24. CVPR 2025Anatomical Consistency and Adaptive Prior-informed Transformation for Multi-contrast MR Image Synthesis via Diffusion Model
25. CVPR 2025AniDoc: Animation Creation Made Easier
26. CVPR 2025Animate and Sound an Image
27. CVPR 2025AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models
28. CVPR 2025AnyMoLe: Any Character Motion In-betweening Leveraging Video Diffusion Models
29. CVPR 2025APT: Adaptive Personalized Training for Diffusion Models with Limited Data
30. CVPR 2025AR-Diffusion: Asynchronous Video Generation with Auto-Regressive Diffusion
31. CVPR 2025Arbitrary-steps Image Super-resolution via Diffusion Inversion
32. CVPR 2025Are Images Indistinguishable to Humans Also Indistinguishable to Classifiers?
33. CVPR 2025Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation
34. CVPR 2025Articulated Kinematics Distillation from Video Diffusion Models
35. CVPR 2025ArtiFade: Learning to Generate High-quality Subject from Blemished Images
36. CVPR 2025Attend to Not Attended: Structure-then-Detail Token Merging for Post-training DiT Acceleration
37. CVPR 2025Attention Distillation: A Unified Approach to Visual Characteristics Transfer
38. CVPR 2025Auto Cherry-Picker: Learning from High-quality Generative Data Driven by Language
39. CVPR 2025Autoregressive Distillation of Diffusion Transformers
40. CVPR 2025Autoregressive Sequential Pretraining for Visual Tracking
41. CVPR 2025AvatarArtist: Open-Domain 4D Avatarization
42. CVPR 2025BADGR: Bundle Adjustment Diffusion Conditioned by Gradients for Wide-Baseline Floor Plan Reconstruction
43. CVPR 2025Believing is Seeing: Unobserved Object Detection using Generative Models
44. CVPR 2025BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance
45. CVPR 2025Beyond Generation: A Diffusion-based Low-level Feature Extractor for Detecting AI-generated Images
46. CVPR 2025BIGS: Bimanual Category-agnostic Interaction Reconstruction from Monocular Videos via 3D Gaussian Splatting
47. CVPR 2025Birth and Death of a Rose
48. CVPR 2025Black Hole-Driven Identity Absorbing in Diffusion Models
49. CVPR 2025Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models
50. CVPR 2025Blind Bitstream-corrupted Video Recovery via Metadata-guided Diffusion Model

常见问题

2023–2026 年四大会议一共有多少篇扩散模型论文？

共 6,900 篇，按年份分别是 2023 年 660 篇、2024 年 1,471 篇、2025 年 2,078 篇、2026 年 2,691 篇。

NeurIPS 2026 有多少篇扩散模型论文？

NeurIPS 2026 有 661 篇扩散模型论文，上一届是 694 篇。

ICLR 2026 有多少篇扩散模型论文？

ICLR 2026 有 694 篇扩散模型论文，上一届是 487 篇。

ICML 2026 有多少篇扩散模型论文？

ICML 2026 有 728 篇扩散模型论文，上一届是 346 篇。

CVPR 2026 有多少篇扩散模型论文？

CVPR 2026 有 608 篇扩散模型论文，上一届是 551 篇。

哪个会议的扩散模型论文最多？

NeurIPS，2023–2026 年共 2,202 篇。