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References from Generative diffusion models for spatiotemporal influenza forecasting. Local targets link to admitted publications; unresolved targets remain external evidence.
Dynamic Bayesian Influenza Forecasting in the United States with Hierarchical Discrepancy (with Discussion)
10.1214/18-ba1117 · 2019 · External reference
Denoising Diffusion Probabilistic Models.
2020 · External reference
Diffusion Models Beat GANs on Image Synthesis.
2021 · External reference
Flusion: Integrating multiple data sources for accurate influenza predictions
10.1016/j.epidem.2024.100810 · 2025 · External reference
Machine learning-based short-term forecasting of COVID-19 hospital admissions using routine hospital patient data
10.1016/j.epidem.2025.100877 · 2026 · External reference
Artificial intelligence for modelling infectious disease epidemics
10.1038/s41586-024-08564-w · 2025 · External reference
Towards Coherent Image Inpainting Using Denoising Diffusion Implicit Models.
2023 · External reference
Evaluating epidemic forecasts in an interval format
10.1371/journal.pcbi.1008618 · 2021 · External reference
flepiMoP: The evolution of a flexible infectious disease modeling pipeline during the COVID-19 pandemic
10.1016/j.epidem.2024.100753 · 2024 · External reference
The US COVID-19 and Influenza Scenario Modeling Hubs: Delivering long-term projections to guide policy
10.1016/j.epidem.2023.100738 · 2024 · External reference
Evaluation of FluSight influenza forecasting in the 2021-22 and 2022-23 seasons with a new target laboratory-confirmed influenza hospitalizations
10.1038/s41467-024-50601-9 · 2024 · External reference
Learning skillful medium-range global weather forecasting
10.1126/science.adi2336 · 2023 · External reference
Probabilistic weather forecasting with machine learning
10.1038/s41586-024-08252-9 · 2025 · External reference
Unresolved reference
External reference
A deep learning approach to real-time HIV outbreak detection using genetic data
10.1371/journal.pcbi.1010598 · 2022 · External reference
ImageNet Classification with Deep Convolutional Neural Networks.
2012 · External reference
U-Net: Convolutional Networks for Biomedical Image Segmentation.
2015 · External reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · External reference
Group normalization
10.1007/s11263-019-01198-w · 2020 · External reference
Attention is All You Need.
2017 · External reference
10.1109/cvpr52688.2022.01167
10.1109/cvpr52688.2022.01167 · External reference
10.1109/cvpr52688.2022.01117
10.1109/cvpr52688.2022.01117 · External reference
Unresolved reference
External reference
A Software Platform for Collaborative Infectious Disease Modeling
10.1038/s44360-026-00145-7 · 2026 · External reference
Unresolved reference
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Unresolved reference
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