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 97 / 138 页
- CVPR 2024Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models
- CVPR 2024AVID: Any-Length Video Inpainting with Diffusion Model
- CVPR 2024Balancing Act: Distribution-Guided Debiasing in Diffusion Models
- CVPR 2024Bayesian Diffusion Models for 3D Shape Reconstruction
- CVPR 2024Beyond First-Order Tweedie: Solving Inverse Problems using Latent Diffusion
- CVPR 2024Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples
- CVPR 2024Bidirectional Autoregessive Diffusion Model for Dance Generation
- CVPR 2024BIVDiff: A Training-Free Framework for General-Purpose Video Synthesis via Bridging Image and Video Diffusion Models
- CVPR 2024Boosting Diffusion Models with Moving Average Sampling in Frequency Domain
- CVPR 2024Boosting Flow-based Generative Super-Resolution Models via Learned Prior
- CVPR 2024BOTH2Hands: Inferring 3D Hands from Both Text Prompts and Body Dynamics
- CVPR 2024Breathing Life Into Sketches Using Text-to-Video Priors
- CVPR 2024Building Bridges across Spatial and Temporal Resolutions: Reference-Based Super-Resolution via Change Priors and Conditional Diffusion Model
- CVPR 2024Building Optimal Neural Architectures using Interpretable Knowledge
- CVPR 2024C3Net: Compound Conditioned ControlNet for Multimodal Content Generation
- CVPR 2024Cache Me if You Can: Accelerating Diffusion Models through Block Caching
- CVPR 2024CAD: Photorealistic 3D Generation via Adversarial Distillation
- CVPR 2024CAGE: Controllable Articulation GEneration
- CVPR 2024CAMEL: CAusal Motion Enhancement Tailored for Lifting Text-driven Video Editing
- CVPR 2024Can Protective Perturbation Safeguard Personal Data from Being Exploited by Stable Diffusion?
- CVPR 2024CapHuman: Capture Your Moments in Parallel Universes
- CVPR 2024Carve3D: Improving Multi-view Reconstruction Consistency for Diffusion Models with RL Finetuning
- CVPR 2024CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model
- CVPR 2024CCEdit: Creative and Controllable Video Editing via Diffusion Models
- CVPR 2024CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-Resolution
- CVPR 2024CGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient Inversion
- CVPR 2024Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation
- CVPR 2024CityDreamer: Compositional Generative Model of Unbounded 3D Cities
- CVPR 2024Clockwork Diffusion: Efficient Generation With Model-Step Distillation
- CVPR 2024Closely Interactive Human Reconstruction with Proxemics and Physics-Guided Adaption
- CVPR 2024Co-Speech Gesture Video Generation via Motion-Decoupled Diffusion Model
- CVPR 2024Coarse-to-Fine Latent Diffusion for Pose-Guided Person Image Synthesis
- CVPR 2024CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image Generation
- CVPR 2024Collaborating Foundation Models for Domain Generalized Semantic Segmentation
- CVPR 2024CommonCanvas: Open Diffusion Models Trained on Creative-Commons Images
- CVPR 2024Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models
- CVPR 2024CONFORM: Contrast is All You Need for High-Fidelity Text-to-Image Diffusion Models
- CVPR 2024Confronting Ambiguity in 6D Object Pose Estimation via Score-Based Diffusion on SE(3)
- CVPR 2024ConsistDreamer: 3D-Consistent 2D Diffusion for High-Fidelity Scene Editing
- CVPR 2024Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior
- CVPR 2024ConsistNet: Enforcing 3D Consistency for Multi-view Images Diffusion
- CVPR 2024ConTex-Human: Free-View Rendering of Human from a Single Image with Texture-Consistent Synthesis
- CVPR 2024Contrastive Denoising Score for Text-guided Latent Diffusion Image Editing
- CVPR 2024ConvoFusion: Multi-Modal Conversational Diffusion for Co-Speech Gesture Synthesis
- CVPR 2024Correcting Diffusion Generation through Resampling
- CVPR 2024CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection
- CVPR 2024CoSeR: Bridging Image and Language for Cognitive Super-Resolution
- CVPR 2024CosmicMan: A Text-to-Image Foundation Model for Humans
- CVPR 2024CPR: Retrieval Augmented Generation for Copyright Protection
- CVPR 2024Cross Initialization for Face Personalization of Text-to-Image Models
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