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 1,792 篇，第 17 / 36 页
- CVPR 2025Fine-Grained Erasure in Text-to-Image Diffusion-based Foundation Models
- CVPR 2025Fingerprinting Denoising Diffusion Probabilistic Models
- CVPR 2025FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error
- CVPR 2025FireEdit: Fine-grained Instruction-based Image Editing via Region-aware Vision Language Model
- CVPR 2025Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separation
- CVPR 2025FlexiDiT: Your Diffusion Transformer Can Easily Generate High-Quality Samples with Less Compute
- CVPR 2025FlipSketch: Flipping Static Drawings to Text-Guided Sketch Animations
- CVPR 2025FloVD: Optical Flow Meets Video Diffusion Model for Enhanced Camera-Controlled Video Synthesis
- CVPR 2025Flowing from Words to Pixels: A Noise-Free Framework for Cross-Modality Evolution
- CVPR 2025FlowRAM: Grounding Flow Matching Policy with Region-Aware Mamba Framework for Robotic Manipulation
- CVPR 2025Floxels: Fast Unsupervised Voxel Based Scene Flow Estimation
- CVPR 2025FoundHand: Large-Scale Domain-Specific Learning for Controllable Hand Image Generation
- CVPR 2025Free-viewpoint Human Animation with Pose-correlated Reference Selection
- CVPR 2025FreePCA: Integrating Consistency Information across Long-short Frames in Training-free Long Video Generation via Principal Component Analysis
- CVPR 2025FreeUV: Ground-Truth-Free Realistic Facial UV Texture Recovery via Cross-Assembly Inference Strategy
- CVPR 2025From Faces to Voices: Learning Hierarchical Representations for High-quality Video-to-Speech
- CVPR 2025From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration
- CVPR 2025From Slow Bidirectional to Fast Autoregressive Video Diffusion Models
- CVPR 2025FruitNinja: 3D Object Interior Texture Generation with Gaussian Splatting
- CVPR 2025G3Flow: Generative 3D Semantic Flow for Pose-aware and Generalizable Object Manipulation
- CVPR 2025GAF: Gaussian Avatar Reconstruction from Monocular Videos via Multi-view Diffusion
- CVPR 2025GaussianIP: Identity-Preserving Realistic 3D Human Generation via Human-Centric Diffusion Prior
- CVPR 2025GCC: Generative Color Constancy via Diffusing a Color Checker
- CVPR 2025GenAssets: Generating in-the-wild 3D Assets in Latent Space
- CVPR 2025GenDeg: Diffusion-based Degradation Synthesis for Generalizable All-In-One Image Restoration
- CVPR 2025Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection
- CVPR 2025Generative Map Priors for Collaborative BEV Semantic Segmentation
- CVPR 2025Generative Modeling of Class Probability for Multi-Modal Representation Learning
- CVPR 2025Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens
- CVPR 2025Generative Multiview Relighting for 3D Reconstruction under Extreme Illumination Variation
- CVPR 2025Generative Omnimatte: Learning to Decompose Video into Layers
- CVPR 2025Generative Photomontage
- CVPR 2025Generative Sparse-View Gaussian Splatting
- CVPR 2025GenFusion: Closing the Loop between Reconstruction and Generation via Videos
- CVPR 2025GLASS: Guided Latent Slot Diffusion for Object-Centric Learning
- CVPR 2025GlyphMastero: A Glyph Encoder for High-Fidelity Scene Text Editing
- CVPR 2025Go-with-the-Flow: Motion-Controllable Video Diffusion Models Using Real-Time Warped Noise
- CVPR 2025GoalFlow: Goal-Driven Flow Matching for Multimodal Trajectories Generation in End-to-End Autonomous Driving
- CVPR 2025GPS as a Control Signal for Image Generation
- CVPR 2025h-Edit: Effective and Flexible Diffusion-Based Editing via Doob's h-Transform
- CVPR 2025Hallo3: Highly Dynamic and Realistic Portrait Image Animation with Video Diffusion Transformer
- CVPR 2025Harnessing Frequency Spectrum Insights for Image Copyright Protection Against Diffusion Models
- CVPR 2025Harnessing Global-Local Collaborative Adversarial Perturbation for Anti-Customization
- CVPR 2025Hash3D: Training-free Acceleration for 3D Generation
- CVPR 2025Hiding Images in Diffusion Models by Editing Learned Score Functions
- CVPR 2025Hierarchical Features Matter: A Deep Exploration of Progressive Parameterization Method for Dataset Distillation
- CVPR 2025Hierarchical Flow Diffusion for Efficient Frame Interpolation
- CVPR 2025High-Fidelity Relightable Monocular Portrait Animation with Lighting-Controllable Video Diffusion Model
- CVPR 2025HMAR: Efficient Hierarchical Masked Auto-Regressive Image Generation
- CVPR 2025HomoGen: Enhanced Video Inpainting via Homography Propagation and Diffusion
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