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 138 篇，第 1 / 3 页

1. CVPR 20233D Neural Field Generation Using Triplane Diffusion
2. CVPR 2023Adversarial Counterfactual Visual Explanations
3. CVPR 2023Affordance Diffusion: Synthesizing Hand-Object Interactions
4. CVPR 2023Align Your Latents: High-Resolution Video Synthesis With Latent Diffusion Models
5. CVPR 2023All Are Worth Words: A ViT Backbone for Diffusion Models
6. CVPR 2023Ambiguous Medical Image Segmentation Using Diffusion Models
7. CVPR 2023Avatars Grow Legs: Generating Smooth Human Motion From Sparse Tracking Inputs With Diffusion Model
8. CVPR 2023Back to the Source: Diffusion-Driven Adaptation To Test-Time Corruption
9. CVPR 2023BBDM: Image-to-Image Translation With Brownian Bridge Diffusion Models
10. CVPR 2023Binary Latent Diffusion
11. CVPR 2023CCuantuMM: Cycle-Consistent Quantum-Hybrid Matching of Multiple Shapes
12. CVPR 2023Class-Balancing Diffusion Models
13. CVPR 2023Collaborative Diffusion for Multi-Modal Face Generation and Editing
14. CVPR 2023Conditional Image-to-Video Generation With Latent Flow Diffusion Models
15. CVPR 2023Conditional Text Image Generation With Diffusion Models
16. CVPR 2023Consistent View Synthesis With Pose-Guided Diffusion Models
17. CVPR 2023Constrained Evolutionary Diffusion Filter for Monocular Endoscope Tracking
18. CVPR 2023Controllable Light Diffusion for Portraits
19. CVPR 2023Controllable Mesh Generation Through Sparse Latent Point Diffusion Models
20. CVPR 2023Correspondence Transformers With Asymmetric Feature Learning and Matching Flow Super-Resolution
21. CVPR 2023DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model
22. CVPR 2023DCFace: Synthetic Face Generation With Dual Condition Diffusion Model
23. CVPR 2023DETRs With Hybrid Matching
24. CVPR 2023DiffCollage: Parallel Generation of Large Content With Diffusion Models
25. CVPR 2023DiffPose: Toward More Reliable 3D Pose Estimation
26. CVPR 2023DiffRF: Rendering-Guided 3D Radiance Field Diffusion
27. CVPR 2023DiffSwap: High-Fidelity and Controllable Face Swapping via 3D-Aware Masked Diffusion
28. CVPR 2023DiffTalk: Crafting Diffusion Models for Generalized Audio-Driven Portraits Animation
29. CVPR 2023Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models
30. CVPR 2023Diffusion Probabilistic Model Made Slim
31. CVPR 2023Diffusion Video Autoencoders: Toward Temporally Consistent Face Video Editing via Disentangled Video Encoding
32. CVPR 2023Diffusion-Based Generation, Optimization, and Planning in 3D Scenes
33. CVPR 2023Diffusion-Based Signed Distance Fields for 3D Shape Generation
34. CVPR 2023Diffusion-SDF: Text-To-Shape via Voxelized Diffusion
35. CVPR 2023DiffusioNeRF: Regularizing Neural Radiance Fields With Denoising Diffusion Models
36. CVPR 2023DiffusionRig: Learning Personalized Priors for Facial Appearance Editing
37. CVPR 2023Dimensionality-Varying Diffusion Process
38. CVPR 2023Distribution Shift Inversion for Out-of-Distribution Prediction
39. CVPR 2023DR2: Diffusion-Based Robust Degradation Remover for Blind Face Restoration
40. CVPR 2023Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models
41. CVPR 2023DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
42. CVPR 2023EDGE: Editable Dance Generation From Music
43. CVPR 2023EDICT: Exact Diffusion Inversion via Coupled Transformations
44. CVPR 2023ERNIE-ViLG 2.0: Improving Text-to-Image Diffusion Model With Knowledge-Enhanced Mixture-of-Denoising-Experts
45. CVPR 2023Executing Your Commands via Motion Diffusion in Latent Space
46. CVPR 2023FaceLit: Neural 3D Relightable Faces
47. CVPR 2023Fast Point Cloud Generation With Straight Flows
48. CVPR 2023FlowGrad: Controlling the Output of Generative ODEs With Gradients
49. CVPR 2023Freestyle Layout-to-Image Synthesis
50. CVPR 2023GALIP: Generative Adversarial CLIPs for Text-to-Image Synthesis

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。