生成流论文趋势 2023–2026

主要结论

• 生成流论文从 2023 年的 73 篇增长到 2026 年的 139 篇，三年间扩大到约 1.9 倍。
• NeurIPS 是发生成流论文最多的会议，2023–2026 年共 130 篇，占四个会议总量的 30%。
• 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 1 篇增至 2026 年的 5 篇。
• 在「概率与贝叶斯」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的高斯过程是 2.2 倍，生成流是 1.9 倍。

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 2026Exact Recovery of Lipschitz Orthogonal Coordinate Transformations via Constrained Normalizing Flows
• ICML 2026Learning-to-Optimize via Deep Unfolded Flows
• ICLR 2026Frozen Priors, Fluid Forecasts: Prequential Uncertainty for Low-Data Deployment with Pretrained Generative Models
• CVPR 2026AnchorFlow Training-Free 3D Editing via Latent Anchor-Aligned Flows
• NeurIPS 2025Amortized Sampling with Transferable Normalizing Flows
• ICML 2025Annealing Flow Generative Models Towards Sampling High-Dimensional and Multi-Modal Distributions
• ICLR 2025Beyond Squared Error: Exploring Loss Design for Enhanced Training of Generative Flow Networks
• CVPR 2025DiverseFlow: Sample-Efficient Diverse Mode Coverage in Flows
• NeurIPS 2024Learning Distributions on Manifolds with Free-Form Flows
• ICML 2024A Computational Framework for Solving Wasserstein Lagrangian Flows
• ICLR 2024Fast and unified path gradient estimators for normalizing flows
• CVPR 2024Distributionally Generative Augmentation for Fair Facial Attribute Classification
• NeurIPS 2023Canonical normalizing flows for manifold learning
• ICML 2023MonoFlow: Rethinking Divergence GANs via the Perspective of Wasserstein Gradient Flows
• ICLR 2023AE-FLOW: Autoencoders with Normalizing Flows for Medical Images Anomaly Detection
• CVPR 2023Delving Into Discrete Normalizing Flows on SO(3) Manifold for Probabilistic Rotation Modeling
• NeurIPS 2026From Baselines to Transport Geodesics: Axiomatic Attribution via Optimal Generative Flows
• ICML 2026Hyperbolic RQ-VAE enhanced Generative Recommendation with Differential-Length Codebook Strategy
• ICLR 2026JAPAN: Joint Adaptive Prediction Areas with Normalising Flow
• CVPR 2026BUSSARD Normalizing Flows for Bijective Universal Scene-Specific Anomalous Relationship Detection

全部生成流论文

共 82 篇，第 2 / 2 页

51. CVPR 2024Distributionally Generative Augmentation for Fair Facial Attribute Classification
52. CVPR 2024DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data
53. CVPR 2024En3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic Data
54. CVPR 2024G3DR: Generative 3D Reconstruction in ImageNet
55. CVPR 2024Generative 3D Part Assembly via Part-Whole-Hierarchy Message Passing
56. CVPR 2024Generative Multimodal Models are In-Context Learners
57. CVPR 2024Generative Powers of Ten
58. CVPR 2024Generative Quanta Color Imaging
59. CVPR 2024Generative Unlearning for Any Identity
60. CVPR 2024Learning Large-Factor EM Image Super-Resolution with Generative Priors
61. CVPR 2024MaskPLAN: Masked Generative Layout Planning from Partial Input
62. CVPR 2024MMM: Generative Masked Motion Model
63. CVPR 2024Mosaic-SDF for 3D Generative Models
64. CVPR 2024NeRFDeformer: NeRF Transformation from a Single View via 3D Scene Flows
65. CVPR 2024NeRFiller: Completing Scenes via Generative 3D Inpainting
66. CVPR 2024Normalizing Flows on the Product Space of SO(3) Manifolds for Probabilistic Human Pose Modeling
67. CVPR 2024Outdoor Scene Extrapolation with Hierarchical Generative Cellular Automata
68. CVPR 2024PEGASUS: Personalized Generative 3D Avatars with Composable Attributes
69. CVPR 2024Rethinking the Up-Sampling Operations in CNN-based Generative Network for Generalizable Deepfake Detection
70. CVPR 2024Would Deep Generative Models Amplify Bias in Future Models?
71. CVPR 2023Delving Into Discrete Normalizing Flows on SO(3) Manifold for Probabilistic Rotation Modeling
72. CVPR 2023FlowGrad: Controlling the Output of Generative ODEs With Gradients
73. CVPR 2023GaitGCI: Generative Counterfactual Intervention for Gait Recognition
74. CVPR 2023GANHead: Towards Generative Animatable Neural Head Avatars
75. CVPR 2023Generalizing Dataset Distillation via Deep Generative Prior
76. CVPR 2023Generative Semantic Segmentation
77. CVPR 2023Lift3D: Synthesize 3D Training Data by Lifting 2D GAN to 3D Generative Radiance Field
78. CVPR 2023Next3D: Generative Neural Texture Rasterization for 3D-Aware Head Avatars
79. CVPR 2023Persistent Nature: A Generative Model of Unbounded 3D Worlds
80. CVPR 2023PyramidFlow: High-Resolution Defect Contrastive Localization Using Pyramid Normalizing Flow
81. CVPR 2023RGBD2: Generative Scene Synthesis via Incremental View Inpainting Using RGBD Diffusion Models
82. CVPR 2023SinGRAF: Learning a 3D Generative Radiance Field for a Single Scene

常见问题

2023–2026 年四大会议一共有多少篇生成流论文？

共 429 篇，按年份分别是 2023 年 73 篇、2024 年 98 篇、2025 年 119 篇、2026 年 139 篇。

NeurIPS 2026 有多少篇生成流论文？

NeurIPS 2026 有 46 篇生成流论文，上一届是 37 篇。

ICLR 2026 有多少篇生成流论文？

ICLR 2026 有 37 篇生成流论文，上一届是 35 篇。

ICML 2026 有多少篇生成流论文？

ICML 2026 有 32 篇生成流论文，上一届是 25 篇。

CVPR 2026 有多少篇生成流论文？

CVPR 2026 有 24 篇生成流论文，上一届是 22 篇。

哪个会议的生成流论文最多？

NeurIPS，2023–2026 年共 130 篇。