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Time Series Data Augmentation for Deep Learning: A Survey
v1v2v3v4 (latest)

Time Series Data Augmentation for Deep Learning: A Survey

International Joint Conference on Artificial Intelligence (IJCAI), 2020
27 February 2020
Qingsong Wen
Liang Sun
Fan Yang
Xiaomin Song
Jing Gao
Qingsong Wen
Huan Xu
    AI4TS
ArXiv (abs)PDFHTML

Papers citing "Time Series Data Augmentation for Deep Learning: A Survey"

50 / 200 papers shown
TiCT: A Synthetically Pre-Trained Foundation Model for Time Series Classification
TiCT: A Synthetically Pre-Trained Foundation Model for Time Series Classification
Chin-Chia Michael Yeh
Uday Singh Saini
Junpeng Wang
Xin Dai
Xiran Fan
Jiarui Sun
Yujie Fan
Yan Zheng
AI4TS
262
0
0
24 Nov 2025
DK-Root: A Joint Data-and-Knowledge-Driven Framework for Root Cause Analysis of QoE Degradations in Mobile Networks
DK-Root: A Joint Data-and-Knowledge-Driven Framework for Root Cause Analysis of QoE Degradations in Mobile Networks
Qizhe Li
Haolong Chen
Jiansheng Li
Shuqi Chai
X. Li
Yuzhou Hou
Xinhua Shao
Fangfang Li
Kaifeng Han
Guangxu Zhu
145
0
0
13 Nov 2025
DiffStyleTS: Diffusion Model for Style Transfer in Time Series
DiffStyleTS: Diffusion Model for Style Transfer in Time Series
Mayank Nagda
Phil Ostheimer
Justus Arweiler
Indra Jungjohann
Jennifer Werner
...
Michael Bortz
Hans Hasse
Stephan Mandt
Marius Kloft
Sophie Fellenz
DiffMAI4TS
151
0
0
13 Oct 2025
WaveletDiff: Multilevel Wavelet Diffusion For Time Series Generation
WaveletDiff: Multilevel Wavelet Diffusion For Time Series Generation
Yu-Hsiang Wang
O. Milenkovic
DiffMAI4TS
374
0
0
13 Oct 2025
StruSR: Structure-Aware Symbolic Regression with Physics-Informed Taylor Guidance
StruSR: Structure-Aware Symbolic Regression with Physics-Informed Taylor Guidance
Yunpeng Gong
Sihan Lan
Can Yang
Kunpeng Xu
Min Jiang
161
8
0
08 Oct 2025
Extreme value forecasting using relevance-based data augmentation with deep learning models
Extreme value forecasting using relevance-based data augmentation with deep learning models
Junru Hua
Rahul Ahluwalia
Rohitash Chandra
AI4TS
155
0
0
02 Oct 2025
Can VLM Pseudo-Labels Train a Time-Series QA Model That Outperforms the VLM?
Can VLM Pseudo-Labels Train a Time-Series QA Model That Outperforms the VLM?
Takuya Fujimura
Kota Dohi
Natsuo Yamashita
Yohei Kawaguchi
VLM
133
0
0
30 Sep 2025
Revisiting Multivariate Time Series Forecasting with Missing Values
Revisiting Multivariate Time Series Forecasting with Missing Values
Jie Yang
Yifan Hu
Kexin Zhang
Luyang Niu
Yushun Dong
Philip S. Yu
AI4TS
263
4
0
27 Sep 2025
TSGym: Design Choices for Deep Multivariate Time-Series Forecasting
TSGym: Design Choices for Deep Multivariate Time-Series Forecasting
Shuang Liang
Chaochuan Hou
Xu Yao
Shiping Wang
Minqi Jiang
Songqiao Han
Hailiang Huang
AI4TS
327
0
0
21 Sep 2025
A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models
A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models
Ching Chang
Yidan Shi
Defu Cao
Wei Yang
Jeehyun Hwang
...
Jiacheng Pang
Wei-Yao Wang
Yan Liu
Wen-Chih Peng
Tien-Fu Chen
AI4TSLRM
254
11
0
15 Sep 2025
Text Reinforcement for Multimodal Time Series Forecasting
Text Reinforcement for Multimodal Time Series Forecasting
Chen Su
Yuanhe Tian
Yan Song
Yongdong Zhang
AI4TS
339
4
0
31 Aug 2025
CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams
CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams
Ashok Devireddy
Shunping Huang
AI4TS
202
1
0
29 Aug 2025
Compositionality in Time Series: A Proof of Concept using Symbolic Dynamics and Compositional Data Augmentation
Compositionality in Time Series: A Proof of Concept using Symbolic Dynamics and Compositional Data Augmentation
Michael Hagmann
Michael Staniek
Stefan Riezler
AI4TSCoGe
142
0
0
28 Aug 2025
Physically Plausible Data Augmentations for Wearable IMU-based Human Activity Recognition Using Physics Simulation
Physically Plausible Data Augmentations for Wearable IMU-based Human Activity Recognition Using Physics Simulation
Nobuyuki Oishi
Philip Birch
Daniel Roggen
Paula Lago
116
0
0
18 Aug 2025
rETF-semiSL: Semi-Supervised Learning for Neural Collapse in Temporal Data
rETF-semiSL: Semi-Supervised Learning for Neural Collapse in Temporal Data
Yuhan Xie
William Cappelletti
Mahsa Shoaran
Pascal Frossard
AI4TS
150
0
0
13 Aug 2025
Stochastic dynamics learning with state-space systems
Stochastic dynamics learning with state-space systems
Juan-Pablo Ortega
Florian Rossmannek
191
3
0
11 Aug 2025
Instruction-based Time Series Editing
Instruction-based Time Series Editing
Jiaxing Qiu
Dongliang Guo
Brynne Sullivan
Teague R. Henry
Tom Hartvigsen
AI4TS
361
0
0
02 Aug 2025
L-GTA: Latent Generative Modeling for Time Series Augmentation
L-GTA: Latent Generative Modeling for Time Series Augmentation
Luis Roque
Carlos Soares
Vítor Cerqueira
Luís Torgo
AI4TS
187
1
0
31 Jul 2025
Neural Ordinary Differential Equations for Learning and Extrapolating System Dynamics Across Bifurcations
Neural Ordinary Differential Equations for Learning and Extrapolating System Dynamics Across Bifurcations
Eva van Tegelen
George van Voorn
Ioannis Athanasiadis
Peter van Heijster
241
1
0
25 Jul 2025
EXPRTS: Exploring and Probing the Robustness of Time Series Forecasting Models
EXPRTS: Exploring and Probing the Robustness of Time Series Forecasting Models
Haakon Hanisch Kjaernli
Lluis Mas-Ribas
Hans Jakob Håland
Gleb Sizov
Aida Ashrafi
Helge Langseth
Odd Erik Gundersen
AI4TS
407
0
0
01 Jul 2025
Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs
Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs
Wei Li
Yunyao Cheng
Xinli Hao
Chaohong Ma
Yuxuan Liang
Bin Yang
Christian S.Jensen
Xiaofeng Meng
AI4TS
199
0
0
13 Jun 2025
Spatiotemporal deep learning models for detection of rapid intensification in cyclones
Vamshika Sutar
Amandeep Singh
Rohitash Chandra
270
3
0
10 Jun 2025
Robust and Explainable Detector of Time Series Anomaly via Augmenting Multiclass Pseudo-Anomalies
Robust and Explainable Detector of Time Series Anomaly via Augmenting Multiclass Pseudo-Anomalies
Kohei Obata
Yasuko Matsubara
Yasushi Sakurai
AAMLAI4TS
231
5
0
27 May 2025
Time Series Generation Under Data Scarcity: A Unified Generative Modeling Approach
Time Series Generation Under Data Scarcity: A Unified Generative Modeling Approach
Tal Gonen
Itai Pemper
Ilan Naiman
Nimrod Berman
Omri Azencot
DiffM
378
7
0
26 May 2025
A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation
A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation
Yuze Wang
Mariana Belgiu
Haiyang Wu
Dandan Zhong
Yangyang Cao
Chao Tao
192
1
0
25 May 2025
HOME-3: High-Order Momentum Estimator with Third-Power Gradient for Convex and Smooth Nonconvex Optimization
HOME-3: High-Order Momentum Estimator with Third-Power Gradient for Convex and Smooth Nonconvex Optimization
Wei Zhang
Arif Hassan Zidan
Arif Hassan Zidan
Wei Zhang
Tianming Liu
ODL
300
0
0
16 May 2025
A Time-Series Data Augmentation Model through Diffusion and Transformer Integration
A Time-Series Data Augmentation Model through Diffusion and Transformer Integration
Yuren Zhang
Zhongnan Pu
Lei Jing
234
1
0
01 May 2025
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series GenerationKnowledge Discovery and Data Mining (KDD), 2025
Bowen Deng
Chang Xu
Haoyang Li
Yuhao Huang
Min Hou
Jiang Bian
MedIm
406
9
0
24 Apr 2025
Augmentation of EEG and ECG Time Series for Deep Learning Applications: Integrating Changepoint Detection into the iAAFT Surrogates
Augmentation of EEG and ECG Time Series for Deep Learning Applications: Integrating Changepoint Detection into the iAAFT Surrogates
Nina Moutonnet
Gregory Scott
Danilo Mandic
AI4TS
185
0
0
02 Apr 2025
Deep Learning Advancements in Anomaly Detection: A Comprehensive Survey
Deep Learning Advancements in Anomaly Detection: A Comprehensive SurveyIEEE Internet of Things Journal (IEEE IoT J.), 2025
Haoqi Huang
Ping Wang
Jianhua Pei
Jiacheng Wang
Shahen Alexanian
Dusit Niyato
AAML
394
51
0
17 Mar 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement
Time-MQA: Time Series Multi-Task Question Answering with Context EnhancementAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Yaxuan Kong
Yiyuan Yang
Yoontae Hwang
Wenjie Du
Stefan Zohren
Zhangyang Wang
Ming Jin
Qingsong Wen
AI4TS
420
52
0
26 Feb 2025
Deep-Bench: Deep Learning Benchmark Dataset for Code Generation
Deep-Bench: Deep Learning Benchmark Dataset for Code Generation
Alireza Daghighfarsoodeh
Chung-Yu Wang
Hamed Taherkhani
Melika Sepidband
Mohammad Abdollahi
Hadi Hemmati
Hung Viet Pham
ALMELM
616
3
0
26 Feb 2025
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models
Jingjing Xu
Caesar Wu
Yuan-Fang Li
Grégoire Danoy
Pascal Bouvry
TPMAI4TS
491
2
0
03 Jan 2025
Machine learning-based classification for Single Photon Space Debris
  Light Curves
Machine learning-based classification for Single Photon Space Debris Light CurvesActa Astronautica (AA), 2024
Nadine M. Trummer
Amit Reza
Michael A. Steindorfer
Christiane Helling
180
6
0
27 Nov 2024
What makes a good BIM design: quantitative linking between design
  behavior and quality
What makes a good BIM design: quantitative linking between design behavior and quality
Xiang Ni
Peng Pan
Jia-Rui Lin
AI4CE
184
0
0
14 Nov 2024
Towards certification: A complete statistical validation pipeline for
  supervised learning in industry
Towards certification: A complete statistical validation pipeline for supervised learning in industry
Lucas Lacasa
Abel Pardo
Pablo Arbelo
Miguel Sánchez
Pablo Yeste
...
Alejandro Martínez-Cava
G. Rubio
Ignacio Gómez
E. Valero
Javier de Vicente
AI4CE
247
2
0
04 Nov 2024
RSSI-Assisted CSI-Based Passenger Counting with Multiple Wi-Fi Receivers
RSSI-Assisted CSI-Based Passenger Counting with Multiple Wi-Fi ReceiversIEEE Wireless Communications and Networking Conference (WCNC), 2024
Jingtao Guo
Wenhao Zhuang
Yuyi Mao
I. W. Ho
148
4
0
15 Oct 2024
User-friendly Foundation Model Adapters for Multivariate Time Series
  Classification
User-friendly Foundation Model Adapters for Multivariate Time Series Classification
Vasilii Feofanov
Romain Ilbert
Malik Tiomoko
Themis Palpanas
I. Redko
AI4TS
244
2
0
18 Sep 2024
ReAugment: Model Zoo-Guided RL for Few-Shot Time Series Augmentation and Forecasting
ReAugment: Model Zoo-Guided RL for Few-Shot Time Series Augmentation and Forecasting
Haochen Yuan
Yutong Wang
Yihong Chen
Yunbo Wang
Xiaokang Yang
AI4TS
336
0
0
10 Sep 2024
Adversarial Learning for Neural PDE Solvers with Sparse Data
Adversarial Learning for Neural PDE Solvers with Sparse Data
Yunpeng Gong
Yongjie Hou
Zhenzhong Wang
Zexin Lin
Min Jiang
AAML
256
23
0
04 Sep 2024
Wave-Mask/Mix: Exploring Wavelet-Based Augmentations for Time Series
  Forecasting
Wave-Mask/Mix: Exploring Wavelet-Based Augmentations for Time Series Forecasting
Dona Arabi
Jafar Bakhshaliyev
Ayse Coskuner
Kiran Madhusudhanan
Kami Serdar Uckardes
AI4TS
259
4
0
20 Aug 2024
A Systematic Evaluation of Generated Time Series and Their Effects in
  Self-Supervised Pretraining
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised PretrainingInternational Conference on Information and Knowledge Management (CIKM), 2024
Audrey Der
Chin-Chia Michael Yeh
Xin Dai
Huiyuan Chen
Yan Zheng
...
Vivian Lai
Junpeng Wang
Liang Wang
Wei Zhang
Eamonn J. Keogh
AI4TS
175
1
0
15 Aug 2024
TimeBridge: Better Diffusion Prior Design with Bridge Models for Time Series Generation
TimeBridge: Better Diffusion Prior Design with Bridge Models for Time Series Generation
Jinseong Park
Seungyun Lee
Woojin Jeong
Yujin Choi
Jaewook Lee
DiffM
337
6
0
13 Aug 2024
RHiOTS: A Framework for Evaluating Hierarchical Time Series Forecasting
  Algorithms
RHiOTS: A Framework for Evaluating Hierarchical Time Series Forecasting AlgorithmsKnowledge Discovery and Data Mining (KDD), 2024
Luis Roque
Carlos Soares
Luís Torgo
AI4TS
242
3
0
06 Aug 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based
  Time Series Forecasting
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting
Jingjing Xu
Caesar Wu
Yuan-Fang Li
Grégoire Danoy
Pascal Bouvry
AI4TS
309
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Topological Persistence Guided Knowledge Distillation for Wearable
  Sensor Data
Topological Persistence Guided Knowledge Distillation for Wearable Sensor Data
Eun Som Jeon
Hongjun Choi
A. Shukla
Yuan Wang
Hyunglae Lee
M. Buman
Pavan Turaga
229
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A Generalized Transformer-based Radio Link Failure Prediction Framework
  in 5G RANs
A Generalized Transformer-based Radio Link Failure Prediction Framework in 5G RANs
Kazi Hasan
Thomas Trappenberg
I. Haque
AI4CE
172
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Evaluating the Role of Data Enrichment Approaches Towards Rare Event
  Analysis in Manufacturing
Evaluating the Role of Data Enrichment Approaches Towards Rare Event Analysis in Manufacturing
Chathurangi Shyalika
Ruwan Wickramarachchi
Fadi El Kalach
R. Harik
Amit Sheth
230
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Meta-learning and Data Augmentation for Stress Testing Forecasting
  Models
Meta-learning and Data Augmentation for Stress Testing Forecasting Models
Ricardo Inácio
Vítor Cerqueira
Marília Barandas
Carlos Soares
280
1
0
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First-Order Manifold Data Augmentation for Regression Learning
First-Order Manifold Data Augmentation for Regression Learning
Ilya Kaufman
Omri Azencot
255
6
0
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