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 29 / 36 页
- CVPR 2024In-Context Matting
- CVPR 2024In-distribution Public Data Synthesis with Diffusion Models for Differentially Private Image Classification
- CVPR 2024InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization
- CVPR 2024InstaGen: Enhancing Object Detection by Training on Synthetic Dataset
- CVPR 2024InstanceDiffusion: Instance-level Control for Image Generation
- CVPR 2024Instruct 4D-to-4D: Editing 4D Scenes as Pseudo-3D Scenes Using 2D Diffusion
- CVPR 2024Instruct-Imagen: Image Generation with Multi-modal Instruction
- CVPR 2024InstructVideo: Instructing Video Diffusion Models with Human Feedback
- CVPR 2024Intelligent Grimm - Open-ended Visual Storytelling via Latent Diffusion Models
- CVPR 2024InteractDiffusion: Interaction Control in Text-to-Image Diffusion Models
- CVPR 2024InterHandGen: Two-Hand Interaction Generation via Cascaded Reverse Diffusion
- CVPR 2024Intriguing Properties of Diffusion Models: An Empirical Study of the Natural Attack Capability in Text-to-Image Generative Models
- CVPR 2024Intrinsic Image Diffusion for Indoor Single-view Material Estimation
- CVPR 2024Inversion-Free Image Editing with Language-Guided Diffusion Models
- CVPR 2024It's All About Your Sketch: Democratising Sketch Control in Diffusion Models
- CVPR 2024iToF-flow-based High Frame Rate Depth Imaging
- CVPR 2024JeDi: Joint-Image Diffusion Models for Finetuning-Free Personalized Text-to-Image Generation
- CVPR 2024Joint2Human: High-Quality 3D Human Generation via Compact Spherical Embedding of 3D Joints
- CVPR 2024L-MAGIC: Language Model Assisted Generation of Images with Coherence
- CVPR 2024LAMP: Learn A Motion Pattern for Few-Shot Video Generation
- CVPR 2024Language-driven Grasp Detection
- CVPR 2024Language-driven Object Fusion into Neural Radiance Fields with Pose-Conditioned Dataset Updates
- CVPR 2024Laplacian-guided Entropy Model in Neural Codec with Blur-dissipated Synthesis
- CVPR 2024LaRE^2: Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection
- CVPR 2024Layout-Agnostic Scene Text Image Synthesis with Diffusion Models
- CVPR 2024Learned Representation-Guided Diffusion Models for Large-Image Generation
- CVPR 2024Learning Continuous 3D Words for Text-to-Image Generation
- CVPR 2024Learning Diffusion Texture Priors for Image Restoration
- CVPR 2024Learning Spatial Adaptation and Temporal Coherence in Diffusion Models for Video Super-Resolution
- CVPR 2024LEDITS++: Limitless Image Editing using Text-to-Image Models
- CVPR 2024LeftRefill: Filling Right Canvas based on Left Reference through Generalized Text-to-Image Diffusion Model
- CVPR 2024Light the Night: A Multi-Condition Diffusion Framework for Unpaired Low-Light Enhancement in Autonomous Driving
- CVPR 2024LightIt: Illumination Modeling and Control for Diffusion Models
- CVPR 2024Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives
- CVPR 2024LoS: Local Structure-Guided Stereo Matching
- CVPR 2024MACE: Mass Concept Erasure in Diffusion Models
- CVPR 2024MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model
- CVPR 2024Make Pixels Dance: High-Dynamic Video Generation
- CVPR 2024Make-Your-Anchor: A Diffusion-based 2D Avatar Generation Framework
- CVPR 2024MAS: Multi-view Ancestral Sampling for 3D Motion Generation Using 2D Diffusion
- CVPR 2024MaskINT: Video Editing via Interpolative Non-autoregressive Masked Transformers
- CVPR 2024Matching 2D Images in 3D: Metric Relative Pose from Metric Correspondences
- CVPR 2024Matching Anything by Segmenting Anything
- CVPR 2024Material Palette: Extraction of Materials from a Single Image
- CVPR 2024MatFuse: Controllable Material Generation with Diffusion Models
- CVPR 2024MedM2G: Unifying Medical Multi-Modal Generation via Cross-Guided Diffusion with Visual Invariant
- CVPR 2024MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models
- CVPR 2024MESA: Matching Everything by Segmenting Anything
- CVPR 2024MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learning
- CVPR 2024MicroCinema: A Divide-and-Conquer Approach for Text-to-Video Generation
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