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 1,471 篇，第 1 / 30 页

1. CVPR 2024360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model
2. CVPR 20243D Paintbrush: Local Stylization of 3D Shapes with Cascaded Score Distillation
3. CVPR 20243D-SceneDreamer: Text-Driven 3D-Consistent Scene Generation
4. CVPR 20243DiffTection: 3D Object Detection with Geometry-Aware Diffusion Features
5. CVPR 20243DSFLabelling: Boosting 3D Scene Flow Estimation by Pseudo Auto-labelling
6. CVPR 20244D-fy: Text-to-4D Generation Using Hybrid Score Distillation Sampling
7. CVPR 20246D-Diff: A Keypoint Diffusion Framework for 6D Object Pose Estimation
8. CVPR 2024A Conditional Denoising Diffusion Probabilistic Model for Point Cloud Upsampling
9. CVPR 2024A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution
10. CVPR 2024A Unified and Interpretable Emotion Representation and Expression Generation
11. CVPR 2024A Unified Diffusion Framework for Scene-aware Human Motion Estimation from Sparse Signals
12. CVPR 2024AAMDM: Accelerated Auto-regressive Motion Diffusion Model
13. CVPR 2024Abductive Ego-View Accident Video Understanding for Safe Driving Perception
14. CVPR 2024Accelerating Diffusion Sampling with Optimized Time Steps
15. CVPR 2024ACT-Diffusion: Efficient Adversarial Consistency Training for One-step Diffusion Models
16. CVPR 2024Action Detection via an Image Diffusion Process
17. CVPR 2024ADFactory: An Effective Framework for Generalizing Optical Flow with NeRF
18. CVPR 2024Adversarial Score Distillation: When score distillation meets GAN
19. CVPR 2024AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error
20. CVPR 2024Alchemist: Parametric Control of Material Properties with Diffusion Models
21. CVPR 2024Align Your Gaussians: Text-to-4D with Dynamic 3D Gaussians and Composed Diffusion Models
22. CVPR 2024Amodal Completion via Progressive Mixed Context Diffusion
23. CVPR 2024An Edit Friendly DDPM Noise Space: Inversion and Manipulations
24. CVPR 2024Analyzing and Improving the Training Dynamics of Diffusion Models
25. CVPR 2024Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation
26. CVPR 2024Anomaly Score: Evaluating Generative Models and Individual Generated Images based on Complexity and Vulnerability
27. CVPR 2024AnyScene: Customized Image Synthesis with Composited Foreground
28. CVPR 2024Arbitrary Motion Style Transfer with Multi-condition Motion Latent Diffusion Model
29. CVPR 2024Arbitrary-Scale Image Generation and Upsampling using Latent Diffusion Model and Implicit Neural Decoder
30. CVPR 2024As-Plausible-As-Possible: Plausibility-Aware Mesh Deformation Using 2D Diffusion Priors
31. CVPR 2024ASAM: Boosting Segment Anything Model with Adversarial Tuning
32. CVPR 2024Atlantis: Enabling Underwater Depth Estimation with Stable Diffusion
33. CVPR 2024Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models
34. CVPR 2024AVID: Any-Length Video Inpainting with Diffusion Model
35. CVPR 2024Balancing Act: Distribution-Guided Debiasing in Diffusion Models
36. CVPR 2024Bayesian Diffusion Models for 3D Shape Reconstruction
37. CVPR 2024Beyond First-Order Tweedie: Solving Inverse Problems using Latent Diffusion
38. CVPR 2024Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples
39. CVPR 2024Bidirectional Autoregessive Diffusion Model for Dance Generation
40. CVPR 2024BIVDiff: A Training-Free Framework for General-Purpose Video Synthesis via Bridging Image and Video Diffusion Models
41. CVPR 2024Boosting Diffusion Models with Moving Average Sampling in Frequency Domain
42. CVPR 2024Boosting Flow-based Generative Super-Resolution Models via Learned Prior
43. CVPR 2024BOTH2Hands: Inferring 3D Hands from Both Text Prompts and Body Dynamics
44. CVPR 2024Breathing Life Into Sketches Using Text-to-Video Priors
45. CVPR 2024Building Bridges across Spatial and Temporal Resolutions: Reference-Based Super-Resolution via Change Priors and Conditional Diffusion Model
46. CVPR 2024Building Optimal Neural Architectures using Interpretable Knowledge
47. CVPR 2024C3Net: Compound Conditioned ControlNet for Multimodal Content Generation
48. CVPR 2024Cache Me if You Can: Accelerating Diffusion Models through Block Caching
49. CVPR 2024CAD: Photorealistic 3D Generation via Adversarial Distillation
50. CVPR 2024CAGE: Controllable Articulation GEneration

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。