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 6,899 篇，第 11 / 138 页
- CVPR 2026Stability-Driven Motion Generation for Object-Guided Human-Human Co-Manipulation
- CVPR 2026Stable Mean Flow Lyapunov-Inspired One-Step Flow Matching
- CVPR 2026StableMaterials Enhancing Diversity in Material Generation via Semi-Supervised Learning
- CVPR 2026StableMTL Repurposing Latent Diffusion Models for Multi-Task Learning from Partially
- CVPR 2026STARFlow-V End-to-End Video Generative Modeling with Autoregressive Normalizing Flows
- CVPR 2026STCDiT Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution
- CVPR 2026Steering Where to Diffuse Generative Modeling of Phenotypic Response Simulation
- CVPR 2026Stepwise Credit Assignment for GRPO on Flow-Matching Models
- CVPR 2026StreamAvatar Streaming Diffusion Models for Real-Time Interactive Human Avatars
- CVPR 2026StreamDiT Real-Time Streaming Text-to-Video Generation
- CVPR 2026Streaming Diffusion Model for Fast Infrared and Visible Video Fusion
- CVPR 2026Structural Action Transformer for 3D Dexterous Manipulation
- CVPR 2026StyleDoctor Towards Specialist Reward Model for Style-centric Generation Tasks
- CVPR 2026SwitchCraft Training-Free Multi-Event Video Generation with Attention Controls
- CVPR 2026SynthRGB-T Language-Vision Guided Image Translation for Diversity Synthesis
- CVPR 2026Taming Generative Diffusion Model for Task-Oriented Infrared Imaging
- CVPR 2026Taming Preference Mode Collapse via Directional Decoupling Alignment in Diffusion
- CVPR 2026Taming Sampling Perturbations with Variance Expansion Loss for Latent Diffusion
- CVPR 2026Taming Video Models for 3D and 4D Generation via Zero-Shot
- CVPR 2026TAP A Token-Adaptive Predictor Framework for Training-Free Diffusion Acceleration
- CVPR 2026Task-Oriented Data Synthesis and Control-Rectify Sampling for Remote Sensing Semantic
- CVPR 2026TC-Pade Trajectory-Consistent Pade Approximation for Diffusion Acceleration
- CVPR 2026Tea-Adapter Teacher Adapter for Efficient Conditional Generation
- CVPR 2026TempoControl Temporal Attention Guidance for Text-to-Video Models
- CVPR 2026Test-Time Alignment of Text-to-Image Diffusion Models via Null-Text Embedding Optimisation
- CVPR 2026Test-time Sparsity for Extreme Fast Action Diffusion
- CVPR 2026Text-Driven 3D Hand Motion Generation from Sign Language Data
- CVPR 2026Text-Printed Image Bridging the Image-Text Modality Gap for Text-centric Training
- CVPR 2026The Devil is in Attention Sharing Improving Complex Non-rigid Image
- CVPR 2026The Drift Kernel Why Diffusion Models Change Even When Told
- CVPR 2026The Missing GAP From Solving Square Jigsaw Puzzles to Handling
- CVPR 2026The Universal Normal Embedding
- CVPR 2026TherA Thermal-Aware Visual-Language Prompting for Controllable RGB-to-Thermal Infrared Translation
- CVPR 2026Thermal Diffusion Matters Infrared Spatial-Temporal Video Super-Resolution through Heat Conduction
- CVPR 2026Think-Then-Generate Structural Chain-of-Thought Reasoning for Consistent 3D Generation
- CVPR 2026Time-Aware One Step Diffusion Network for Real-World Image Super-Resolution
- CVPR 2026TINA Text-Free Inversion Attack for Unlearned Text-to-Image Diffusion Models
- CVPR 2026TokenTrace Multi-Concept Attribution through Watermarked Token Recovery
- CVPR 2026TopoMesh High-Fidelity Mesh Autoencoding via Topological Unification
- CVPR 2026TouchDream 3D Object Completion through Imagined Touch
- CVPR 2026Toward Diffusible High-Dimensional Latent Spaces A Frequency Perspective
- CVPR 2026Toward Early Quality Assessment of Text-to-Image Diffusion Models
- CVPR 2026Towards Decompositional Human Motion Generation with Energy-Based Diffusion Models
- CVPR 2026Towards Fine-Grained Attribution Instance-Aware Preference Optimization for Aligning Diffusion Models
- CVPR 2026Towards GUI Agents Vision-Language Diffusion Models for GUI Grounding
- CVPR 2026Towards Holistic Modeling for Video Frame Interpolation with Auto-regressive Diffusion
- CVPR 2026Towards Human-Imperceptible Backdoor Attacks on Text-to-Image Diffusion Models
- CVPR 2026Towards Photorealistic and Efficient Bokeh Rendering via Diffusion Framework
- CVPR 2026Tracking-Guided 4D Generation Foundation-Tracker Motion Priors for 3D Model Animation
- CVPR 2026Trainable Log-linear Sparse Attention for Efficient Diffusion Transformers
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