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 1,527 篇，第 1 / 31 页

1. ICLR 2026``Noisier'’ Noise Contrastive Estimation is (Almost) Maximum Likelihood
2. ICLR 2026$\alpha$-DPO: Robust Preference Alignment for Diffusion Models via $\alpha$ Divergence
3. ICLR 2026$\textit{MADFormer}$: Mixed Autoregressive and Diffusion Transformers for Continuous Image Generation
4. ICLR 20263D Scene Prompting for Scene-Consistent Camera-Controllable Video Generation
5. ICLR 2026A Hidden Semantic Bottleneck in Conditional Embeddings of Diffusion Transformers
6. ICLR 2026A Joint Diffusion Model with Pre-Trained Priors for RNA Sequence–Structure Co-Design
7. ICLR 2026A Noise is Worth Diffusion Guidance
8. ICLR 2026A Sharp KL-Convergence Analysis for Diffusion Models under Minimal Assumptions
9. ICLR 2026A Statistical Benchmark for Diffusion Posterior Sampling Algorithms
10. ICLR 2026A Study of Posterior Stability in Time-Series Latent Diffusion
11. ICLR 2026A Unification of Discrete, Gaussian, and Simplicial Diffusion
12. ICLR 2026A2D: Any-Order, Any-Step Safety Alignment for Diffusion Language Models
13. ICLR 2026Abstracting Robot Manipulation Skills via Mixture-of-Experts Diffusion Policies
14. ICLR 2026AC-Sampler: Accelerate and Correct Diffusion Sampling with Metropolis-Hastings Algorithm
15. ICLR 2026Accelerated Parallel Tempering via Neural Transports
16. ICLR 2026Accelerating Diffusion Large Language Models with SlowFast Sampling: The Three Golden Principles
17. ICLR 2026Accelerating Diffusion Planners in Offline RL via Reward-Aware Consistency Trajectory Distillation
18. ICLR 2026ACCORD: Alleviating Concept Coupling through Dependence Regularization for Text-to-Image Diffusion Personalization
19. ICLR 2026Ada-Diffuser: Latent-Aware Adaptive Diffusion for Decision-Making
20. ICLR 2026Adapting Self-Supervised Representations as a Latent Space for Efficient Generation
21. ICLR 2026Adaptive Domain Shift in Diffusion Models for Cross-Modality Image Translation
22. ICLR 2026Adaptive Moments are Surprisingly Effective for Plug-and-Play Diffusion Sampling
23. ICLR 2026AdaViewPlanner: Adapting Video Diffusion Models for Viewpoint Planning in 4D Scenes
24. ICLR 2026Advancing End-to-End Pixel-Space Generative Modeling via Self-Supervised Pre-Training
25. ICLR 2026AEGIS: Adversarial Target–Guided Retention-Data-Free Robust Concept Erasure from Diffusion Models
26. ICLR 2026Align Your Structures: Generating Trajectories with Structure Pretraining for Molecular Dynamics
27. ICLR 2026Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation
28. ICLR 2026AlignFlow: Improving Flow-based Generative Models with Semi-Discrete Optimal Transport
29. ICLR 2026Aligning Visual Foundation Encoders to Tokenizers for Diffusion Models
30. ICLR 2026AlignSep: Temporally-Aligned Video-Queried Sound Separation with Flow Matching
31. ICLR 2026AlphaFlow: Understanding and Improving MeanFlow Models
32. ICLR 2026Alternating Diffusion for Proximal Sampling with Zeroth Order Queries
33. ICLR 2026An Optimal Diffusion Approach to Quadratic Rate-Distortion Problems: New Solution and Approximation Methods
34. ICLR 2026Animating the Uncaptured: Humanoid Mesh Animation with Video Diffusion Models
35. ICLR 2026Antithetic Noise in Diffusion Models
36. ICLR 2026Any-Order Flexible Length Masked Diffusion
37. ICLR 2026Any-to-Bokeh: Arbitrary-Subject Video Refocusing with Video Diffusion Model
38. ICLR 2026Arbitrary-Shaped Image Generation via Spherical Neural Field Diffusion
39. ICLR 2026ASTRAEA: A Token-wise Acceleration Framework for Video Diffusion Transformers
40. ICLR 2026Asynchronous Denoising Diffusion Models for Aligning Text-to-Image Generation
41. ICLR 2026Attack-Resistant Watermarking for AIGC Image Forensics via Diffusion-based Semantic Deflection
42. ICLR 2026Attention Is All You Need for KV Cache in Diffusion LLMs
43. ICLR 2026AttriCtrl: A Generalizable Framework for Controlling Semantic Attribute Intensity in Diffusion Models
44. ICLR 2026AUHead: Realistic Emotional Talking Head Generation via Action Units Control
45. ICLR 2026Aurora: Towards Universal Generative Multimodal Time Series Forecasting
46. ICLR 2026Autoregressive Visual Decoding from EEG Signals
47. ICLR 2026Autoregressive-based Progressive Coding for Ultra-Low Bitrate Image Compression
48. ICLR 2026Avoid Catastrophic Forgetting with Rank-1 Fisher from Diffusion Models
49. ICLR 2026Beyond Fixed: Training-Free Variable-Length Denoising for Diffusion Large Language Models
50. ICLR 2026Beyond Masks: Efficient, Flexible Diffusion Language Models via Deletion-Insertion Processes

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。