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 2 / 30 页

51. CVPR 2024CAMEL: CAusal Motion Enhancement Tailored for Lifting Text-driven Video Editing
52. CVPR 2024Can Protective Perturbation Safeguard Personal Data from Being Exploited by Stable Diffusion?
53. CVPR 2024CapHuman: Capture Your Moments in Parallel Universes
54. CVPR 2024Carve3D: Improving Multi-view Reconstruction Consistency for Diffusion Models with RL Finetuning
55. CVPR 2024CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model
56. CVPR 2024CCEdit: Creative and Controllable Video Editing via Diffusion Models
57. CVPR 2024CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-Resolution
58. CVPR 2024CGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient Inversion
59. CVPR 2024Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation
60. CVPR 2024CityDreamer: Compositional Generative Model of Unbounded 3D Cities
61. CVPR 2024Clockwork Diffusion: Efficient Generation With Model-Step Distillation
62. CVPR 2024Closely Interactive Human Reconstruction with Proxemics and Physics-Guided Adaption
63. CVPR 2024Co-Speech Gesture Video Generation via Motion-Decoupled Diffusion Model
64. CVPR 2024Coarse-to-Fine Latent Diffusion for Pose-Guided Person Image Synthesis
65. CVPR 2024CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image Generation
66. CVPR 2024Collaborating Foundation Models for Domain Generalized Semantic Segmentation
67. CVPR 2024CommonCanvas: Open Diffusion Models Trained on Creative-Commons Images
68. CVPR 2024Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models
69. CVPR 2024CONFORM: Contrast is All You Need for High-Fidelity Text-to-Image Diffusion Models
70. CVPR 2024Confronting Ambiguity in 6D Object Pose Estimation via Score-Based Diffusion on SE(3)
71. CVPR 2024ConsistDreamer: 3D-Consistent 2D Diffusion for High-Fidelity Scene Editing
72. CVPR 2024Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior
73. CVPR 2024ConsistNet: Enforcing 3D Consistency for Multi-view Images Diffusion
74. CVPR 2024ConTex-Human: Free-View Rendering of Human from a Single Image with Texture-Consistent Synthesis
75. CVPR 2024Contrastive Denoising Score for Text-guided Latent Diffusion Image Editing
76. CVPR 2024ConvoFusion: Multi-Modal Conversational Diffusion for Co-Speech Gesture Synthesis
77. CVPR 2024Correcting Diffusion Generation through Resampling
78. CVPR 2024CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection
79. CVPR 2024CoSeR: Bridging Image and Language for Cognitive Super-Resolution
80. CVPR 2024CosmicMan: A Text-to-Image Foundation Model for Humans
81. CVPR 2024CPR: Retrieval Augmented Generation for Copyright Protection
82. CVPR 2024Cross Initialization for Face Personalization of Text-to-Image Models
83. CVPR 2024CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion Models
84. CVPR 2024CURSOR: Scalable Mixed-Order Hypergraph Matching with CUR Decomposition
85. CVPR 2024Customization Assistant for Text-to-Image Generation
86. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
87. CVPR 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance
88. CVPR 2024De-Diffusion Makes Text a Strong Cross-Modal Interface
89. CVPR 2024DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations
90. CVPR 2024Deep Equilibrium Diffusion Restoration with Parallel Sampling
91. CVPR 2024DeepCache: Accelerating Diffusion Models for Free
92. CVPR 2024Delving into the Trajectory Long-tail Distribution for Muti-object Tracking
93. CVPR 2024DemoFusion: Democratising High-Resolution Image Generation With No $$$
94. CVPR 2024DetDiffusion: Synergizing Generative and Perceptive Models for Enhanced Data Generation and Perception
95. CVPR 2024Diff-BGM: A Diffusion Model for Video Background Music Generation
96. CVPR 2024Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Tasks
97. CVPR 2024DiffAM: Diffusion-based Adversarial Makeup Transfer for Facial Privacy Protection
98. CVPR 2024DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D Reassembly
99. CVPR 2024DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting
100. CVPR 2024DiffEditor: Boosting Accuracy and Flexibility on Diffusion-based Image Editing

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。