Diffusion model在其他领域中的相关论文

Healthcare

• Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG, in Interspeech 2023. [paper]
• EEG Synthetic Data Generation Using Probabilistic Diffusion Models, in Synapsium 2023. [paper]
• DeScoD-ECG: Deep Score-Based Diffusion Model for ECG Baseline Wander and Noise Removal, in IEEE Journal of Biomedical and Health Informatics 2023. [paper]
• Diffusion-based Conditional ECG Generation with Structured State Space Models, in Computers in Biology and Medicine 2023. [paper]
• DiffECG: A Generalized Probabilistic Diffusion Model for ECG Signals Synthesis, in arXiv 2023. [paper]
• Synthetic Health-related Longitudinal Data with Mixed-type Variables Generated using Diffusion Models, in arXiv 2023. [paper]
• EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models, in arXiv 2023. [paper]
• Synthesizing Mixed-type Electronic Health Records using Diffusion Models, in arXiv 2023. [paper]
• MedDiff: Generating Electronic Health Records using Accelerated Denoising Diffusion Model, in arXiv 2023. [paper]
• Data Augmentation for Seizure Prediction with Generative Diffusion Model, in arXiv 2023. [paper]
• Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG Translation, in arXiv 2023. [paper]
• Domain-Specific Denoising Diffusion Probabilistic Models for Brain Dynamics, in arXiv 2023. [paper]

Sequential Recommendation

• Recommendation via Collaborative Diffusion Generative Model, in Knowledge Science, Engineering and Management: 15th International Conference (KSEM) 2022. [paper]
• Diffusion Recommender Model, in SIGIR 2023. [paper]
• Discrete Conditional Diffusion for Reranking in Recommendation, in arXiv 2023. [paper]
• RecFusion: A Binomial Diffusion Process for 1D Data for Recommendation, in arXiv 2023. [paper]
• Conditional Denoising Diffusion for Sequential Recommendation, in arXiv 2023. [paper]
• Sequential Recommendation with Diffusion Models, in arXiv 2023. [paper]
• DiffuRec: A Diffusion Model for Sequential Recommendation, in arXiv 2023. [paper]

Weather

• SwinRDM: Integrate SwinRNN with Diffusion Model towards High-Resolution and High-Quality Weather Forecasting, in AAAI 2023. [paper]
• DiffESM: Conditional Emulation of Earth System Models with Diffusion Models, in ICLR 2023. [paper]
• Precipitation Nowcasting with Generative Diffusion Models, in arXiv 2023. [paper]
• SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models, in arXiv 2023. [paper]
• Diffusion Models for High-Resolution Solar Forecasts, in arXiv 2023. [paper]

Energy and Electricity

• DiffCharge: Generating EV Charging Scenarios via a Denoising Diffusion Model, in arXiv 2023. [paper]
• Customized Load Profiles Synthesis for Electricity Customers Based on Conditional Diffusion Models, in arXiv 2023. [paper]
• DiffLoad: Uncertainty Quantification in Load Forecasting with Diffusion Model, in arXiv 2023. [paper]
• Denoising Diffusion Probabilistic Models for Probabilistic Energy Forecasting, in arXiv 2023. [paper]

Math and Physics

• A Physics-informed Diffusion Model for High-fidelity Flow Field Reconstruction, in Journal of Computational Physics 2023. [paper]
• DiTTO: Diffusion-inspired Temporal Transformer Operator, in arXiv 2023. [paper]
• Infinite-dimensional Diffusion Models for Function Spaces, in arXiv 2023. [paper]
• Generative Diffusion Learning for Parametric Partial Differential Equations, in arXiv 2023. [paper]

Finance

• Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction, in CIKM 2023. [paper]
• FinDiff: Diffusion Models for Financial Tabular Data Generation, in arXiv 2023. [paper]

AIOps

• Maat: Performance Metric Anomaly Anticipation for Cloud Services with Conditional Diffusion, in IEEE/ACM International Conference on Automated Software Engineering 2023. [paper]
• NetDiffus: Network Traffic Generation by Diffusion Models through Time-Series Imaging, in arXiv 2023. [paper]

Human

Unsupervised Statistical Feature-Guided Diffusion Model for Sensor-based Human Activity Recognition, in arXiv 2023. [paper]

Environment

• Deep Diffusion Models for Seismic Processing, in Computers & Geosciences 2023. [paper]

Related Diffusion Model Resources and Surveys

• A Survey on Generative Diffusion Models, in arXiv 2022. [paper]
• Diffusion Models: A Comprehensive Survey of Methods and Applications, in ACM Computing Surveys 2023. [paper]
• Diffusion Models for Time Series Applications: A Survey, in arXiv 2023. [paper]
• A Comprehensive Survey on Generative Diffusion Models for Structured Data, in arXiv 2023. [paper]
• Awesome-Diffusion-Models. [link]

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