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 551 篇，第 6 / 12 页
- CVPR 2025Image is All You Need to Empower Large-scale Diffusion Models for In-Domain Generation
- CVPR 2025Image Referenced Sketch Colorization Based on Animation Creation Workflow
- CVPR 2025Implicit Bias Injection Attacks against Text-to-Image Diffusion Models
- CVPR 2025Improved Video VAE for Latent Video Diffusion Model
- CVPR 2025Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing
- CVPR 2025Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis
- CVPR 2025InPO: Inversion Preference Optimization with Reparametrized DDIM for Efficient Diffusion Model Alignment
- CVPR 2025Instant Adversarial Purification with Adversarial Consistency Distillation
- CVPR 2025Instant3dit: Multiview Inpainting for Fast Editing of 3D Objects
- CVPR 2025Instruct-CLIP: Improving Instruction-Guided Image Editing with Automated Data Refinement Using Contrastive Learning
- CVPR 2025InteractAnything: Zero-shot Human Object Interaction Synthesis via LLM Feedback and Object Affordance Parsing
- CVPR 2025InterDyn: Controllable Interactive Dynamics with Video Diffusion Models
- CVPR 2025Interpretable Generative Models through Post-hoc Concept Bottlenecks
- CVPR 2025ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On
- CVPR 2025JamMa: Ultra-lightweight Local Feature Matching with Joint Mamba
- CVPR 2025K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs
- CVPR 2025Kiss3DGen: Repurposing Image Diffusion Models for 3D Asset Generation
- CVPR 2025Knowledge-Aligned Counterfactual-Enhancement Diffusion Perception for Unsupervised Cross-Domain Visual Emotion Recognition
- CVPR 2025Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis
- CVPR 2025Latent Space Super-Resolution for Higher-Resolution Image Generation with Diffusion Models
- CVPR 2025LatentHOI: On the Generalizable Hand Object Motion Generation with Latent Hand Diffusion.
- CVPR 2025LaVin-DiT: Large Vision Diffusion Transformer
- CVPR 2025Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
- CVPR 2025Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning
- CVPR 2025Learning Flow Fields in Attention for Controllable Person Image Generation
- CVPR 2025Learning Hazing to Dehazing: Towards Realistic Haze Generation for Real-World Image Dehazing
- CVPR 2025Learning Temporally Consistent Video Depth from Video Diffusion Priors
- CVPR 2025Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation
- CVPR 2025LEDiff: Latent Exposure Diffusion for HDR Generation
- CVPR 2025LeviTor: 3D Trajectory Oriented Image-to-Video Synthesis
- CVPR 2025Lifting Motion to the 3D World via 2D Diffusion
- CVPR 2025Light Transport-aware Diffusion Posterior Sampling for Single-View Reconstruction of 3D Volumes
- CVPR 2025LineArt: A Knowledge-guided Training-free High-quality Appearance Transfer for Design Drawing with Diffusion Model
- CVPR 2025Localized Concept Erasure for Text-to-Image Diffusion Models Using Training-Free Gated Low-Rank Adaptation
- CVPR 2025Long Video Diffusion Generation with Segmented Cross-Attention and Content-Rich Video Data Curation
- CVPR 2025LongDiff: Training-Free Long Video Generation in One Go
- CVPR 2025LookingGlass: Generative Anamorphoses via Laplacian Pyramid Warping
- CVPR 2025LoRACLR: Contrastive Adaptation for Customization of Diffusion Models
- CVPR 2025Low-Biased General Annotated Dataset Generation
- CVPR 2025LT3SD: Latent Trees for 3D Scene Diffusion
- CVPR 2025LumiNet: Latent Intrinsics Meets Diffusion Models for Indoor Scene Relighting
- CVPR 2025Lux Post Facto: Learning Portrait Performance Relighting with Conditional Video Diffusion and a Hybrid Dataset
- CVPR 2025MAGE : Single Image to Material-Aware 3D via the Multi-View G-Buffer Estimation Model
- CVPR 2025MagicArticulate: Make Your 3D Models Articulation-Ready
- CVPR 2025Make It Count: Text-to-Image Generation with an Accurate Number of Objects
- CVPR 2025MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing
- CVPR 2025MangaNinja: Line Art Colorization with Precise Reference Following
- CVPR 2025MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation
- CVPR 2025MATCHA: Towards Matching Anything
- CVPR 2025Material Anything: Generating Materials for Any 3D Object via 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