扩散模型论文趋势 2023–2026
扩散、flow matching 与 score-based 生成
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 6,900 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 327 | 86 | 109 | 138 | 660 |
| 2024 | 520 | 260 | 195 | 496 | 1,471 |
| 2025 | 694 | 487 | 346 | 551 | 2,078 |
| 2026 | 661 | 694 | 728 | 608 | 2,691 |
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 1,792 篇，第 14 / 36 页
- CVPR 2025BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance
- CVPR 2025Beyond Generation: A Diffusion-based Low-level Feature Extractor for Detecting AI-generated Images
- CVPR 2025BIGS: Bimanual Category-agnostic Interaction Reconstruction from Monocular Videos via 3D Gaussian Splatting
- CVPR 2025Birth and Death of a Rose
- CVPR 2025Black Hole-Driven Identity Absorbing in Diffusion Models
- CVPR 2025Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models
- CVPR 2025Blind Bitstream-corrupted Video Recovery via Metadata-guided Diffusion Model
- CVPR 2025BlobGEN-Vid: Compositional Text-to-Video Generation with Blob Video Representations
- CVPR 2025BlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers
- CVPR 2025Blood Flow Speed Estimation with Optical Coherence Tomography Angiography Images
- CVPR 2025BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Training
- CVPR 2025BrepGiff: Lightweight Generation of Complex B-rep with 3D GAT Diffusion
- CVPR 2025Bridging the Gap between Gaussian Diffusion Models and Universal Quantization for Image Compression
- CVPR 2025BWFormer: Building Wireframe Reconstruction from Airborne LiDAR Point Cloud with Transformer
- CVPR 2025CacheQuant: Comprehensively Accelerated Diffusion Models
- CVPR 2025CADDreamer: CAD Object Generation from Single-view Images
- CVPR 2025Calibrated Multi-Preference Optimization for Aligning Diffusion Models
- CVPR 2025CamFreeDiff: Camera-free Image to Panorama Generation with Diffusion Model
- CVPR 2025CAP4D: Creating Animatable 4D Portrait Avatars with Morphable Multi-View Diffusion Models
- CVPR 2025CaricatureBooth: Data-Free Interactive Caricature Generation in a Photo Booth
- CVPR 2025CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models
- CVPR 2025Causal Composition Diffusion Model for Closed-loop Traffic Generation
- CVPR 2025CDI: Copyrighted Data Identification in Diffusion Models
- CVPR 2025CH3Depth: Efficient and Flexible Depth Foundation Model with Flow Matching
- CVPR 2025Channel-wise Noise Scheduled Diffusion for Inverse Rendering in Indoor Scenes
- CVPR 2025Chat2SVG: Vector Graphics Generation with Large Language Models and Image Diffusion Models
- CVPR 2025Classifier-Free Guidance Inside the Attraction Basin May Cause Memorization
- CVPR 2025CleanDIFT: Diffusion Features without Noise
- CVPR 2025Color Alignment in Diffusion
- CVPR 2025Community Forensics: Using Thousands of Generators to Train Fake Image Detectors
- CVPR 2025Compass Control: Multi Object Orientation Control for Text-to-Image Generation
- CVPR 2025Composing Parts for Expressive Object Generation
- CVPR 2025Comprehensive Relighting: Generalizable and Consistent Monocular Human Relighting and Harmonization
- CVPR 2025Concept Lancet: Image Editing with Compositional Representation Transplant
- CVPR 2025Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization
- CVPR 2025Conditional Balance: Improving Multi-Conditioning Trade-Offs in Image Generation
- CVPR 2025Consistent and Controllable Image Animation with Motion Diffusion Models
- CVPR 2025Continuous Locomotive Crowd Behavior Generation
- CVPR 2025Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions
- CVPR 2025Controllable Human Image Generation with Personalized Multi-Garments
- CVPR 2025Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection
- CVPR 2025CraftsMan3D: High-fidelity Mesh Generation with 3D Native Diffusion and Interactive Geometry Refiner
- CVPR 2025CTRL-D: Controllable Dynamic 3D Scene Editing with Personalized 2D Diffusion
- CVPR 2025Customized Condition Controllable Generation for Video Soundtrack
- CVPR 2025D^2iT: Dynamic Diffusion Transformer for Accurate Image Generation
- CVPR 2025DaCapo: Score Distillation as Stacked Bridge for Fast and High-quality 3D Editing
- CVPR 2025DAMM-Diffusion: Learning Divergence-Aware Multi-Modal Diffusion Model for Nanoparticles Distribution Prediction
- CVPR 2025Data Synthesis with Diverse Styles for Face Recognition via 3DMM-Guided Diffusion
- CVPR 2025Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales
- CVPR 2025Decentralized Diffusion Models
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查扩散模型在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "diffusion-models"}
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。
「深度学习」下的其他主题
- 深度学习 · generative models and autoencoders 4,314
- 深度学习 · large language models 2,334
- 深度学习 · self supervised learning 1,958
- 深度学习 · graph neural networks 1,648
- 深度学习 · optimization 953
- 深度学习 · representation learning 802
- 深度学习 · probabilistic methods 637
- 深度学习 · foundation models 536
- 深度学习 · causal inference 316
- 深度学习 · transfer learning 197