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A Survey on Diffusion Models for Time Series and Spatio-Temporal Data

https://doi.org/10.1145/3783986
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s00530-023-01220-9openalex-snapshot
DiffuseRoll: multi-track multi-attribute music generation based on diffusion model
inferredcites →https://doi.org/10.1007/s10489-024-06048-yopenalex-snapshot
Precipitation nowcasting with generative diffusion models
inferredcites →https://doi.org/10.1016/j.cageo.2023.105377openalex-snapshot
Deep diffusion models for seismic processing
inferredcites →https://doi.org/10.1016/j.cam.2015.06.002openalex-snapshot
The truncated Euler–Maruyama method for stochastic differential equations
inferredcites →https://doi.org/10.1016/j.compbiomed.2023.107115openalex-snapshot
Diffusion-based conditional ECG generation with structured state space models
inferredcites →https://doi.org/10.1016/j.engappai.2023.107696openalex-snapshot
Attention-enhanced conditional-diffusion-based data synthesis for data augmentation in machine fault diagnosis
inferredcites →https://doi.org/10.1016/j.engfailanal.2024.108162openalex-snapshot
Online prediction of mechanical and electrical quality in ultrasonic metal welding using time series generation and deep learning
inferredcites →https://doi.org/10.1016/j.envres.2024.118438openalex-snapshot
Quantifying uncertainty: Air quality forecasting based on dynamic spatial-temporal denoising diffusion probabilistic model
inferredcites →https://doi.org/10.1016/j.eswa.2023.122908openalex-snapshot
Data-driven and knowledge-guided denoising diffusion model for flood forecasting
inferredcites →https://doi.org/10.1016/j.inffus.2023.102207openalex-snapshot
Multi-task oriented diffusion model for mortality prediction in shock patients with incomplete data
inferredcites →https://doi.org/10.1016/j.jmsy.2023.10.004openalex-snapshot
Multi-scale conditional diffusion model for deposited droplet volume measurement in inkjet printing manufacturing
inferredcites →https://doi.org/10.1016/j.knosys.2024.111387openalex-snapshot
DiffTAD: Denoising diffusion probabilistic models for vehicle trajectory anomaly detection
inferredcites →https://doi.org/10.1049/ell2.13122openalex-snapshot
Diffusion‐UDA: Diffusion‐based unsupervised domain adaptation for submersible fault diagnosis
inferredcites →https://doi.org/10.1080/13658816.2024.2312199openalex-snapshot
Simulating human mobility with a trajectory generation framework based on diffusion model
inferredcites →https://doi.org/10.1103/physreve.56.5018openalex-snapshot
Equilibrium free-energy differences from nonequilibrium measurements: A master-equation approach
inferredcites →https://doi.org/10.1109/cvpr52688.2022.01042openalex-snapshot
High-Resolution Image Synthesis with Latent Diffusion Models
inferredcites →https://doi.org/10.1109/cvpr52688.2022.01043openalex-snapshot
Vector Quantized Diffusion Model for Text-to-Image Synthesis
inferredcites →https://doi.org/10.1109/cvpr52688.2022.01117openalex-snapshot
RePaint: Inpainting using Denoising Diffusion Probabilistic Models
inferredcites →https://doi.org/10.1109/cvpr52688.2022.01170openalex-snapshot
Swin Transformer V2: Scaling Up Capacity and Resolution
inferredcites →https://doi.org/10.1109/cvpr52729.2023.01374openalex-snapshot
On Distillation of Guided Diffusion Models
inferredcites →https://doi.org/10.1109/cvprw59228.2023.00091openalex-snapshot
Universal Guidance for Diffusion Models
inferredcites →https://doi.org/10.1109/iccv48922.2021.00986openalex-snapshot
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
inferredcites →https://doi.org/10.1109/iccv51070.2023.00355openalex-snapshot
Adding Conditional Control to Text-to-Image Diffusion Models
inferredcites →https://doi.org/10.1109/iccv51070.2023.00387openalex-snapshot
Scalable Diffusion Models with Transformers
inferredcites →https://doi.org/10.1109/iccv51070.2023.01467openalex-snapshot
PhysDiff: Physics-Guided Human Motion Diffusion Model
inferredcites →https://doi.org/10.1109/iccv51070.2023.01816openalex-snapshot
DiffusionDet: Diffusion Model for Object Detection
inferredcites →https://doi.org/10.1109/jsen.2024.3382406openalex-snapshot
Using a Diffusion Model for Pedestrian Trajectory Prediction in Semi-Open Autonomous Driving Environments
inferredcites →https://doi.org/10.1109/taslp.2023.3285241openalex-snapshot
Speech Enhancement and Dereverberation With Diffusion-Based Generative Models
inferredcites →https://doi.org/10.1109/tkde.2020.3008774openalex-snapshot
Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks
inferredcites →https://doi.org/10.1109/tpami.2022.3204461openalex-snapshot
Image Super-Resolution Via Iterative Refinement
inferredcites →https://doi.org/10.1145/3442381.3449792openalex-snapshot
Fine-Grained Urban Flow Prediction
inferredcites →https://doi.org/10.1145/3528233.3530757openalex-snapshot
Palette: Image-to-Image Diffusion Models
inferredcites →https://doi.org/10.1145/3539618.3591663openalex-snapshot
Diffusion Recommender Model
inferredcites →https://doi.org/10.1145/3554729openalex-snapshot
AUC Maximization in the Era of Big Data and AI: A Survey
inferredcites →https://doi.org/10.1145/3580305.3599391openalex-snapshot
Imputation-based Time-Series Anomaly Detection with Conditional Weight-Incremental Diffusion Models
inferredcites →https://doi.org/10.1145/3580305.3599511openalex-snapshot
Spatio-temporal Diffusion Point Processes
inferredcites →https://doi.org/10.1145/3583780.3614844openalex-snapshot
Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction
inferredcites →https://doi.org/10.1145/3583780.3615134openalex-snapshot
Diffusion Augmentation for Sequential Recommendation
inferredcites →https://doi.org/10.1145/3588432.3591540openalex-snapshot
Iterative α -(de)Blending: a Minimalist Deterministic Diffusion Model
inferredcites →https://doi.org/10.1145/3589132.3625614openalex-snapshot
DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models
inferredcites →https://doi.org/10.1145/3594739.3610797openalex-snapshot
Unsupervised Diffusion Model for Sensor-based Human Activity Recognition
inferredcites →https://doi.org/10.1145/3604237.3626876openalex-snapshot
FinDiff: Diffusion Models for Financial Tabular Data Generation
inferredcites →https://doi.org/10.1145/3606375openalex-snapshot
Intent-Satisfaction Modeling: From Music to Video Streaming
inferredcites →https://doi.org/10.1145/3617337openalex-snapshot
Origin-Destination Travel Time Oracle for Map-based Services
inferredcites →https://doi.org/10.1145/3637528.3671451openalex-snapshot
Foundation Models for Time Series Analysis: A Tutorial and Survey
inferredcites →https://doi.org/10.1609/aaai.v38i11.29085openalex-snapshot
Latent Diffusion Transformer for Probabilistic Time Series Forecasting
inferredcites →https://doi.org/10.2139/ssrn.4573420openalex-snapshot
Srndiff: Short-Term Rainfall Nowcasting with Condition Diffusion Model
inferredcites →https://doi.org/10.2139/ssrn.4718435openalex-snapshot
Diffecg: A Versatile Probabilistic Diffusion Model for Ecg Signals Synthesis
inferredcites →https://doi.org/10.21437/interspeech.2022-10653openalex-snapshot
Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain
inferredcites →https://doi.org/10.21437/interspeech.2023-1381openalex-snapshot
Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG
inferredcites →https://doi.org/10.21437/interspeech.2024-1077openalex-snapshot
Pre-training Feature Guided Diffusion Model for Speech Enhancement
inferredcites →https://doi.org/10.24963/ijcai.2021/207openalex-snapshot
Modeling Trajectories with Neural Ordinary Differential Equations
inferredcites →https://doi.org/10.24963/ijcai.2025/1187openalex-snapshot
Deep Learning for Multivariate Time Series Imputation: A Survey
inferredcites →https://doi.org/10.3390/e25101469openalex-snapshot
Diffusion Probabilistic Modeling for Video Generation
inferredcites →https://doi.org/10.5194/egusphere-egu23-9531openalex-snapshot
Latent diffusion models for generative nowcasting and uncertainty quantification of precipitation fields

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-032-30813-9_37openalex-snapshot
Informative Missingness to Generate Irregular Clinical Time Series
inferred← citeshttps://doi.org/10.1016/j.aei.2026.105293openalex-snapshot
GuST-Diff: Guidance-Conditioned Spatio-Temporal Diffusion for traffic data imputation
inferred← citeshttps://doi.org/10.1016/j.istruc.2026.112694openalex-snapshot
Seismic response prediction of building structures based on an enhanced conditional denoising diffusion model
inferred← citeshttps://doi.org/10.1103/qbw5-qqmgopenalex-snapshot
Generative priors for spatiotemporal turbulence: Toward conditionable and scalable flow foundation models
inferred← citeshttps://doi.org/10.1109/aiotc71250.2026.11689380openalex-snapshot
Velocity-Conditioned 1D Diffusion for River Radar Spectrum Generation
inferred← citeshttps://doi.org/10.1109/bibm66473.2025.11356918openalex-snapshot
SimBP-PPG: A Conditional Diffusion Framework for High-Fidelity Simulation of PPG and Blood Pressure Time Series
inferred← citeshttps://doi.org/10.1109/cac67268.2025.11487124openalex-snapshot
Self-Supervised Spatial-Frequency Domain Learning for Time Series Forecasting
inferred← citeshttps://doi.org/10.1109/caibda70336.2026.11621505openalex-snapshot
Causal-Guided Transformer Diffusion for Multivariate Time-Series Imputation
inferred← citeshttps://doi.org/10.1109/icacte66284.2025.11412202openalex-snapshot
Diffusion Models and Bias Correction in Statistical Downscaling: A Review and Critical Analysis
inferred← citeshttps://doi.org/10.1109/iccv51701.2025.01504openalex-snapshot
Modeling Human Gaze Behavior with Diffusion Models for Unified Scanpath Prediction
inferred← citeshttps://doi.org/10.1109/icdm65498.2025.00062openalex-snapshot
Effective Series Decomposition and Components Learning for Time Series Generation
inferred← citeshttps://doi.org/10.1109/icetics69505.2026.11651283openalex-snapshot
Variational Diffusion Models for Generative Financial Forecasting under Regime-Switching Dynamics
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11227316openalex-snapshot
Environmental Spatiotemporal prediction with a Conditioned Diffusion-based Graph Attention model
inferred← citeshttps://doi.org/10.1109/jiot.2026.3672898openalex-snapshot
From Radar Cardiography to Electrocardiograms: Conditional Diffusion Model Enabled Contactless ECG Monitoring Using mmWave Radar
inferred← citeshttps://doi.org/10.1109/jiot.2026.3696749openalex-snapshot
Multiagent Opportunistic Routing for UAV Swarms: A Deployment-Aligned Robust Learning Framework
inferred← citeshttps://doi.org/10.1109/percomworkshops68308.2026.11585359openalex-snapshot
On The Promise of Diffusion Transformers for Data-Efficient Radio Fingerprinting
inferred← citeshttps://doi.org/10.1109/tim.2026.3666005openalex-snapshot
Digital Block Printing: Diffusion-Based Data Generation for Planetary Gearbox Vibration Signal Crossing Working Condition
inferred← citeshttps://doi.org/10.1109/tnnls.2025.3641830openalex-snapshot
Source-Free Time-Series Domain Adaptation With Prior Evaluation of Model Salience
inferred← citeshttps://doi.org/10.1109/tsc.2025.3646723openalex-snapshot
Graph-Based Diffusion Model for Service Recommendation
inferred← citeshttps://doi.org/10.1109/tste.2025.3591920openalex-snapshot
Spatio-Temporal Probabilistic Forecasting of Wind Speed Using Transformer-Based Diffusion Models
inferred← citeshttps://doi.org/10.1109/tvcg.2026.3697013openalex-snapshot
Flow-Aware Diffusion for Real-Time VR Restoration: Mitigating Cybersickness With Enhanced Spatiotemporal Coherence
inferred← citeshttps://doi.org/10.1145/3748636.3762749openalex-snapshot
Geo-lucid Conditional Diffusion Models for High Physical Fidelity Trajectory Generation
inferred← citeshttps://doi.org/10.1364/oe.596196openalex-snapshot
Attention-assisted deep neural network for nonlinear equalization and denoising in time-stretched photonic ADC
inferred← citeshttps://doi.org/10.2139/ssrn.7428748openalex-snapshot
Surrogate Modelling of Range Shift Dynamics
inferred← citeshttps://doi.org/10.26599/bdma.2025.9020067openalex-snapshot
Reliable and Secure Anomaly Detection in Heterogeneous Federated Learning: A Comprehensive Review
inferred← citeshttps://doi.org/10.3390/agriculture16030354openalex-snapshot
HyDSoil: A Hybrid Diffusion Model for Event-Centered Block Gaps in Multivariate Soil Moisture Time Series
inferred← citeshttps://doi.org/10.3390/en18246504openalex-snapshot
Enhancing Shaft Voltage Mitigation with Diffusion Models: A Comprehensive Review for Industrial Electric Motors
inferred← citeshttps://doi.org/10.3390/fi18010023openalex-snapshot
A Physics-Aware Latent Diffusion Framework for Mitigating Adversarial Perturbations in Manufacturing Quality Control
inferred← citeshttps://doi.org/10.3390/ijgi15040171openalex-snapshot
Noise-Aware Diffusion for City-Scale Air-Quality Reconstruction from Sparse Monitoring Stations
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