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 5 / 138 页
- CVPR 2026FlowDIS Language-Guided Dichotomous Image Segmentation with Flow Matching
- CVPR 2026FlowFM Advancing Dark Optical Flow Estimation with Flow Matching
- CVPR 2026FlowHijack A Dynamics-Aware Backdoor Attack on Flow-Matching Vision-Language-Action Models
- CVPR 2026FlowPalm Optical Flow Driven Non-Rigid Deformation for Geometrically Diverse Palmprint
- CVPR 2026FlowSteer Guiding Few-Step Image Synthesis with Authentic Trajectories
- CVPR 2026FMPose3D monocular 3D pose estimation via flow matching
- CVPR 2026Focal-General Diffusion Model with Semantic Consistent Guidance for Sign Language
- CVPR 2026FoleyDesigner Immersive Stereo Foley Generation with Precise Spatio-Temporal Alignment for
- CVPR 2026Forensic-Friendly Image Manipulation via Controllable Latent Diffusion
- CVPR 2026FRAMER Frequency-Aligned Self-Distillation with Adaptive Modulation Leveraging Diffusion Priors for
- CVPR 2026Free-Lunch Long Video Generation via Layer-Adaptive O.O.D Correction
- CVPR 2026Frequency-Aware Flow Matching for High-Quality Image Generation
- CVPR 2026From 2D Alignment to 3D Plausibility Unifying Heterogeneous 2D Priors
- CVPR 2026From Events to Clarity The Event-Guided Diffusion Framework for Dehazing
- CVPR 2026From Sketch to Fresco Efficient Diffusion Transformer with Progressive Resolution
- CVPR 2026Functional Mean Flow in Hilbert Space
- CVPR 2026FUSER Feed-Forward Multiview 3D Registration Transformer and SE3N Diffusion Refinement
- CVPR 2026Fusion in Your Way Aligning Image Fusion with Heterogeneous Demands
- CVPR 2026Gated Condition Injection without Multimodal Attention Towards Controllable Linear-Attention Transformers
- CVPR 2026GaussianGrow Geometry-aware Gaussian Growing from 3D Point Clouds with Text
- CVPR 2026GDPO-SR Group Direct Preference Optimization for One-Step Generative Image Super-Resolution
- CVPR 2026GDRO Group-level Reward Post-training Suitable for Diffusion Models
- CVPR 2026Gen3R 3D Scene Generation Meets Feed-Forward Reconstruction
- CVPR 2026GenErase Generalizable and Semantically-Aware Concept Erasure in Diffusion Models
- CVPR 2026Generating Humanless Environment Walkthroughs from Egocentric Walking Tour Videos
- CVPR 2026Generative Diffusion Priors for 3D Mapping of the Dark Universe
- CVPR 2026Generative Modeling of Weights Generalization or Memorization
- CVPR 2026Generative Neural Video Compression via Video Diffusion Prior
- CVPR 2026Generative Point Tracking and Forecasting
- CVPR 2026GenieDrive Towards Physics-Aware Driving World Model with 4D Occupancy Guided
- CVPR 2026GeniNav Generative Model Driven Image-Goal Navigation via Imagination-Guided Consistency Flow
- CVPR 2026GenMatter Perceiving Physical Objects with Generative Matter Models
- CVPR 2026GenTract Generative Global Tractography
- CVPR 2026Geo2 Geometry-Guided Cross-view Geo-Localization and Image Synthesis
- CVPR 2026GeodesicNVS Probability Density Geodesic Flow Matching for Novel View Synthesis
- CVPR 2026GeoDiff4D Geometry-Aware Diffusion for 4D Head Avatar Reconstruction
- CVPR 2026GeoRelight Learning Joint Geometrical Relighting and Reconstruction with Flexible Multi-Modal
- CVPR 2026GeoRK2 Geometry-Guided Runge-Kutta Integration for Diffusion Transformer Acceleration
- CVPR 2026Goal-Driven Reward by Video Diffusion Models for Reinforcement Learning
- CVPR 2026gQIR Generative Quanta Image Reconstruction
- CVPR 2026GraspGen-X Cross-Embodiment 6-DOF Diffusion-based Grasping
- CVPR 2026GraspLDP Towards Generalizable Grasping Policy via Latent Diffusion
- CVPR 2026GrOCE Graph-Guided Online Concept Erasure for Text-to-Image Diffusion Models
- CVPR 2026Grounded Latents for Entity-Centric 4D Scene Generation
- CVPR 2026Group Diffusion Enhancing Image Generation by Unlocking Cross-Sample Collaboration
- CVPR 2026GROW Watermark Generation with Progressive Guidance for Diffusion Models
- CVPR 2026GRPO-Guard Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping
- CVPR 2026GuideFlow Constraint-Guided Flow Matching for Planning in End-to-End Autonomous Driving
- CVPR 2026Guiding a Diffusion Model by Swapping Its Tokens
- CVPR 2026Guiding a Diffusion Transformer with the Internal Dynamics of Itself
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