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 2,078 篇，第 20 / 42 页
- ICLR 2025Solving New Tasks by Adapting Internet Video Knowledge
- ICLR 2025Solving Video Inverse Problems Using Image Diffusion Models
- ICLR 2025SoundCTM: Unifying Score-based and Consistency Models for Full-band Text-to-Sound Generation
- ICLR 2025Spectral Compressive Imaging via Unmixing-driven Subspace Diffusion Refinement
- ICLR 2025Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction
- ICLR 2025Stem-OB: Generalizable Visual Imitation Learning with Stem-Like Convergent Observation through Diffusion Inversion
- ICLR 2025Stiefel Flow Matching for Moment-Constrained Structure Elucidation
- ICLR 2025StochSync: Stochastic Diffusion Synchronization for Image Generation in Arbitrary Spaces
- ICLR 2025Storybooth: Training-Free Multi-Subject Consistency for Improved Visual Storytelling
- ICLR 2025Structure Language Models for Protein Conformation Generation
- ICLR 2025Supervised and Semi-Supervised Diffusion Maps with Label-Driven Diffusion
- ICLR 2025SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistency
- ICLR 2025SVDQuant: Absorbing Outliers by Low-Rank Component for 4-Bit Diffusion Models
- ICLR 2025SVG: 3D Stereoscopic Video Generation via Denoising Frame Matrix
- ICLR 2025Swing-by Dynamics in Concept Learning and Compositional Generalization
- ICLR 2025SymDiff: Equivariant Diffusion via Stochastic Symmetrisation
- ICLR 2025SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
- ICLR 2025SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups
- ICLR 2025SynCamMaster: Synchronizing Multi-Camera Video Generation from Diverse Viewpoints
- ICLR 2025Synthesizing Realistic fMRI: A Physiological Dynamics-Driven Hierarchical Diffusion Model for Efficient fMRI Acquisition
- ICLR 2025Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data
- ICLR 2025T-Stitch: Accelerating Sampling in Pre-Trained Diffusion Models with Trajectory Stitching
- ICLR 2025T2V-Turbo-v2: Enhancing Video Model Post-Training through Data, Reward, and Conditional Guidance Design
- ICLR 2025TabDiff: a Mixed-type Diffusion Model for Tabular Data Generation
- ICLR 2025TabWak: A Watermark for Tabular Diffusion Models
- ICLR 2025TANGO: Co-Speech Gesture Video Reenactment with Hierarchical Audio Motion Embedding and Diffusion Interpolation
- ICLR 2025Targeted Attack Improves Protection against Unauthorized Diffusion Customization
- ICLR 2025TD-Paint: Faster Diffusion Inpainting Through Time-Aware Pixel Conditioning
- ICLR 2025Test-time Alignment of Diffusion Models without Reward Over-optimization
- ICLR 2025Text-to-Image Rectified Flow as Plug-and-Play Priors
- ICLR 2025Text2PDE: Latent Diffusion Models for Accessible Physics Simulation
- ICLR 2025TexTailor: Customized Text-aligned Texturing via Effective Resampling
- ICLR 2025TFG-Flow: Training-free Guidance in Multimodal Generative Flow
- ICLR 2025The Crystal Ball Hypothesis in diffusion models: Anticipating object positions from initial noise
- ICLR 2025The Superposition of Diffusion Models Using the Itô Density Estimator
- ICLR 2025Theory on Score-Mismatched Diffusion Models and Zero-Shot Conditional Samplers
- ICLR 2025Think while You Generate: Discrete Diffusion with Planned Denoising
- ICLR 2025ToddlerDiffusion: Interactive Structured Image Generation with Cascaded Schrödinger Bridge
- ICLR 2025TopoDiffusionNet: A Topology-aware Diffusion Model
- ICLR 2025Topological Schrödinger Bridge Matching
- ICLR 2025Topological Zigzag Spaghetti for Diffusion-based Generation and Prediction on Graphs
- ICLR 2025Toward Exploratory Inverse Constraint Inference with Generative Diffusion Verifiers
- ICLR 2025Towards Hierarchical Rectified Flow
- ICLR 2025Towards Multiple Character Image Animation Through Enhancing Implicit Decoupling
- ICLR 2025Towards Realistic Data Generation for Real-World Super-Resolution
- ICLR 2025Towards Scalable Topological Regularizers
- ICLR 2025Towards Understanding Text Hallucination of Diffusion Models via Local Generation Bias
- ICLR 2025Towards Understanding the Robustness of Diffusion-Based Purification: A Stochastic Perspective
- ICLR 2025Training Free Guided Flow-Matching with Optimal Control
- ICLR 2025Training-free Camera Control for 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