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 1,471 篇，第 9 / 30 页
- CVPR 2024Slice3D: Multi-Slice Occlusion-Revealing Single View 3D Reconstruction
- CVPR 2024SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models
- CVPR 2024SmartMask: Context Aware High-Fidelity Mask Generation for Fine-grained Object Insertion and Layout Control
- CVPR 2024Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models
- CVPR 2024SNED: Superposition Network Architecture Search for Efficient Video Diffusion Model
- CVPR 2024SocialCounterfactuals: Probing and Mitigating Intersectional Social Biases in Vision-Language Models with Counterfactual Examples
- CVPR 2024SODA: Bottleneck Diffusion Models for Representation Learning
- CVPR 2024Solving Masked Jigsaw Puzzles with Diffusion Vision Transformers
- CVPR 2024SonicVisionLM: Playing Sound with Vision Language Models
- CVPR 2024Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer
- CVPR 2024SPAD: Spatially Aware Multi-View Diffusers
- CVPR 2024StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On
- CVPR 2024Stratified Avatar Generation from Sparse Observations
- CVPR 2024Structure Matters: Tackling the Semantic Discrepancy in Diffusion Models for Image Inpainting
- CVPR 2024Structure-Guided Adversarial Training of Diffusion Models
- CVPR 2024Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer
- CVPR 2024SVDTree: Semantic Voxel Diffusion for Single Image Tree Reconstruction
- CVPR 2024SVGDreamer: Text Guided SVG Generation with Diffusion Model
- CVPR 2024SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation
- CVPR 2024Tackling the Singularities at the Endpoints of Time Intervals in Diffusion Models
- CVPR 2024Tactile-Augmented Radiance Fields
- CVPR 2024Taming Stable Diffusion for Text to 360 Panorama Image Generation
- CVPR 2024Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation
- CVPR 2024TexOct: Generating Textures of 3D Models with Octree-based Diffusion
- CVPR 2024Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles
- CVPR 2024Text-Guided 3D Face Synthesis - From Generation to Editing
- CVPR 2024Text-guided Explorable Image Super-resolution
- CVPR 2024Text-Image Alignment for Diffusion-Based Perception
- CVPR 2024Text-to-3D Generation with Bidirectional Diffusion using both 2D and 3D priors
- CVPR 2024Text-to-Image Diffusion Models are Great Sketch-Photo Matchmakers
- CVPR 2024Text2HOI: Text-guided 3D Motion Generation for Hand-Object Interaction
- CVPR 2024Text2QR: Harmonizing Aesthetic Customization and Scanning Robustness for Text-Guided QR Code Generation
- CVPR 2024TextCraftor: Your Text Encoder Can be Image Quality Controller
- CVPR 2024Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-On
- CVPR 2024TextureDreamer: Image-Guided Texture Synthesis Through Geometry-Aware Diffusion
- CVPR 2024TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models
- CVPR 2024The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes
- CVPR 2024The More You See in 2D the More You Perceive in 3D
- CVPR 2024TI2V-Zero: Zero-Shot Image Conditioning for Text-to-Video Diffusion Models
- CVPR 2024TIGER: Time-Varying Denoising Model for 3D Point Cloud Generation with Diffusion Process
- CVPR 2024TokenCompose: Text-to-Image Diffusion with Token-level Supervision
- CVPR 2024Total Selfie: Generating Full-Body Selfies
- CVPR 2024Towards Accurate Post-training Quantization for Diffusion Models
- CVPR 2024Towards Effective Usage of Human-Centric Priors in Diffusion Models for Text-based Human Image Generation
- CVPR 2024Towards Generalizable Tumor Synthesis
- CVPR 2024Towards Memorization-Free Diffusion Models
- CVPR 2024Towards More Accurate Diffusion Model Acceleration with A Timestep Tuner
- CVPR 2024Towards Realistic Scene Generation with LiDAR Diffusion Models
- CVPR 2024Towards Text-guided 3D Scene Composition
- CVPR 2024Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing
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