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 496 篇，第 4 / 10 页
- CVPR 2024DreamMatcher: Appearance Matching Self-Attention for Semantically-Consistent Text-to-Image Personalization
- CVPR 2024DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling
- CVPR 2024DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation
- CVPR 2024DreamVideo: Composing Your Dream Videos with Customized Subject and Motion
- CVPR 2024Dynamic Prompt Optimizing for Text-to-Image Generation
- CVPR 2024Dysen-VDM: Empowering Dynamics-aware Text-to-Video Diffusion with LLMs
- CVPR 2024EasyDrag: Efficient Point-based Manipulation on Diffusion Models
- CVPR 2024ECLIPSE: A Resource-Efficient Text-to-Image Prior for Image Generations
- CVPR 2024ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation
- CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
- CVPR 2024Efficient Deformable ConvNets: Rethinking Dynamic and Sparse Operator for Vision Applications
- CVPR 2024EfficientDreamer: High-Fidelity and Robust 3D Creation via Orthogonal-view Diffusion Priors
- CVPR 2024Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
- CVPR 2024ElasticDiffusion: Training-free Arbitrary Size Image Generation through Global-Local Content Separation
- CVPR 2024EmoGen: Emotional Image Content Generation with Text-to-Image Diffusion Models
- CVPR 2024Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusion
- CVPR 2024Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model
- CVPR 2024Enhancing 3D Fidelity of Text-to-3D using Cross-View Correspondences
- CVPR 2024EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusion
- CVPR 2024EscherNet: A Generative Model for Scalable View Synthesis
- CVPR 2024Exploiting Diffusion Prior for Generalizable Dense Prediction
- CVPR 2024ExtDM: Distribution Extrapolation Diffusion Model for Video Prediction
- CVPR 2024ExtraNeRF: Visibility-Aware View Extrapolation of Neural Radiance Fields with Diffusion Models
- CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
- CVPR 2024FaceChain-ImagineID: Freely Crafting High-Fidelity Diverse Talking Faces from Disentangled Audio
- CVPR 2024Faces that Speak: Jointly Synthesising Talking Face and Speech from Text
- CVPR 2024FaceTalk: Audio-Driven Motion Diffusion for Neural Parametric Head Models
- CVPR 2024Fairy: Fast Parallelized Instruction-Guided Video-to-Video Synthesis
- CVPR 2024FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion
- CVPR 2024Fast ODE-based Sampling for Diffusion Models in Around 5 Steps
- CVPR 2024Few-shot Learner Parameterization by Diffusion Time-steps
- CVPR 2024FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models
- CVPR 2024Fixed Point Diffusion Models
- CVPR 2024FlashEval: Towards Fast and Accurate Evaluation of Text-to-image Diffusion Generative Models
- CVPR 2024FlowDiffuser: Advancing Optical Flow Estimation with Diffusion Models
- CVPR 2024FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis
- CVPR 2024Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection
- CVPR 2024Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring
- CVPR 2024FreeControl: Training-Free Spatial Control of Any Text-to-Image Diffusion Model with Any Condition
- CVPR 2024FreeU: Free Lunch in Diffusion U-Net
- CVPR 2024FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
- CVPR 2024Functional Diffusion
- CVPR 2024G-HOP: Generative Hand-Object Prior for Interaction Reconstruction and Grasp Synthesis
- CVPR 2024GALA: Generating Animatable Layered Assets from a Single Scan
- CVPR 2024Gaussian Shading: Provable Performance-Lossless Image Watermarking for Diffusion Models
- CVPR 2024GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Models
- CVPR 2024GaussianEditor: Editing 3D Gaussians Delicately with Text Instructions
- CVPR 2024GaussianEditor: Swift and Controllable 3D Editing with Gaussian Splatting
- CVPR 2024GDA: Generalized Diffusion for Robust Test-time Adaptation
- CVPR 2024Generalized Predictive Model for Autonomous Driving
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