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 2,690 篇，第 10 / 54 页
- CVPR 2026Residual Connections Harm Generative Representation Learning
- CVPR 2026Residual Diffusion Bridge Model for Image Restoration
- CVPR 2026Resolving Endpoint Underfitting in Diffusion Bridges via Noise Alignment
- CVPR 2026Rethinking Diffusion Model-Based Video Super-Resolution Leveraging Dense Guidance from Aligned
- CVPR 2026Reviving ConvNeXt for Efficient Convolutional Diffusion Models
- CVPR 2026Reward Forcing Efficient Streaming Video Generation with Rewarded Distribution Matching
- CVPR 2026Reward Sharpness-Aware Fine-Tuning for Diffusion Models
- CVPR 2026RewardFlow Generate Images by Optimizing What You Reward
- CVPR 2026RFDM Residual Flow Diffusion Models for Video Editing
- CVPR 2026Roots Beneath the Cut Uncovering the Risk of Concept Revival
- CVPR 2026S2D Sparse to Dense Lifting for 3D Reconstruction with Minimal
- CVPR 2026SafeRoPE Risk-specific Head-wise Embedding Rotation for Safe Generation in Rectified
- CVPR 2026Sampling-Aware Quantization for Diffusion Models
- CVPR 2026Scalable Feature Matching via State Space Modeling and Sparse Correlation
- CVPR 2026Scale Space Diffusion
- CVPR 2026ScenDi 3D-to-2D Scene Diffusion Cascades for Urban Generation
- CVPR 2026Sculpt4D Generating 4D Shapes via Sparse-Attention Diffusion Transformers
- CVPR 2026SD-FSMIS Adapting Stable Diffusion for Few-Shot Medical Image Segmentation
- CVPR 2026SDUIE Semi-Supervised Diffusion for Underwater Image Enhancement with Quant-Text Dual
- CVPR 2026SeaCache Spectral-Evolution-Aware Cache for Accelerating Diffusion Models
- CVPR 2026See and Fix the Flaws Enabling VLMs and Diffusion Models
- CVPR 2026SegQuant A Semantics-Aware and Generalizable Quantization Framework for Diffusion Models
- CVPR 2026Self-Diffusion Driven Blind Imaging
- CVPR 2026Self-Evaluation Unlocks Any-Step Text-to-Image Generation
- CVPR 2026Semantic Alignment for Pose-Invariant Identity Preserving Diffusion
- CVPR 2026Semantic Derivative Flow Graph-Guided Diffusion for Controllable Instance Interactions
- CVPR 2026Semantic-Adaptive Diffusion for Dynamic Spatiotemporal Fusion
- CVPR 2026Semantics Lead the Way Harmonizing Semantic and Texture Modeling with
- CVPR 2026SenCache Accelerating Diffusion Model Inference via Sensitivity-Aware Caching
- CVPR 2026ShapeAR Generating Editable Shape Layers via Autoregressive Diffusion
- CVPR 2026ShowTable Unlocking Creative Table Visualization with Collaborative Reflection and Refinement
- CVPR 2026ShowUI-p Flow-based Generative Models as GUI Dexterous Hands
- CVPR 2026SignPR A Progressive Vector-Quantized Diffusion Framework for Sign Language Production
- CVPR 2026Similarity-Consistent Likelihood Diffusion enables Hidden Person Detection from Wall Reflections
- CVPR 2026Single-step Diffusion-based Video Coding with Semantic-Temporal Guidance
- CVPR 2026Sketch2CT Multimodal Diffusion for Structure-Aware 3D Medical Volume Generation
- CVPR 2026SketchRevive Fine-Grained Pixel-to-Vector Sketch Completion with Diffusion-Prior-Guided Multimodal LLMs
- CVPR 2026SmokeSVD Smoke Reconstruction from A Single View via Progressive Novel
- CVPR 2026Smoothing the Score Function to Enhance Generalization in Diffusion Models
- CVPR 2026SODA Sensitivity-Oriented Dynamic Acceleration for Diffusion Transformer
- CVPR 2026SpaceTimePilot Generative Rendering of Dynamic Scenes Across Space and Time
- CVPR 2026Sparse-LaViDa Sparse Multimodal Discrete Diffusion Language Models
- CVPR 2026Spatial-Spectral Residuals Informed Diffusion Neural Operator for Pan-sharpening
- CVPR 2026Spatiotemporal Pyramid Flow Matching for Climate Emulation
- CVPR 2026SPDMark Selective Parameter Displacement for Robust Video Watermarking
- CVPR 2026SpeeDiff Scalable Pixel-Anchored End-to-End Latent Diffusion Model
- CVPR 2026SpiralDiff Spiral Diffusion with LoRA for RGB-to-RAW Conversion Across Cameras
- CVPR 2026Splatent Splatting Diffusion Latents for Novel View Synthesis
- CVPR 2026SpotEdit Selective Region Editing in Diffusion Transformers
- CVPR 2026SRA 2 Variational Autoencoder Self-Representation Alignment for Efficient 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