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2203.08321
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ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data
ACM Transactions on Knowledge Discovery from Data (TKDD), 2022
15 March 2022
Mohamed Ragab
Emadeldeen Eldele
Wee Ling Tan
Chuan-Sheng Foo
Zhenghua Chen
Ruibing Jin
C. Kwoh
Xiaoli Li
TTA
OOD
AI4TS
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Papers citing
"ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data"
39 / 39 papers shown
Deep Domain Adaptation for Turbofan Engine Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends
Yucheng Wang
Mohamed Ragab
Yubo Hou
Zhenghua Chen
Min-Ying Wu
Xiaoli Li
AI4CE
185
1
0
04 Oct 2025
Reasoning-based Anomaly Detection Framework: A Real-time, Scalable, and Automated Approach to Anomaly Detection Across Domains
Anupam Panwar
Himadri Pal
Jiali Chen
Kyle Cho
Riddick Jiang
Miao Zhao
Rajiv Krishnamurthy
AI4TS
147
0
0
03 Oct 2025
NFDI4DS Shared Tasks for Scholarly Document Processing
Raia Abu Ahmad
Rana Abdulla
Tilahun Abedissa Taffa
Soeren Auer
Hamed Babaei Giglou
...
Sonja Schimmler
Daniel Schneider
Kanishka Silva
Sharmila Upadhyaya
Ricardo Usbeck
FedML
105
0
0
26 Sep 2025
Uncertainty Awareness on Unsupervised Domain Adaptation for Time Series Data
Weide Liu
Xiaoyang Zhong
Lu Wang
Jingwen Hou
Yuemei Luo
Jiebin Yan
Yuming Fang
EDL
AI4TS
288
0
0
26 Aug 2025
TLCCSP: A Scalable Framework for Enhancing Time Series Forecasting with Time-Lagged Cross-Correlations
Jianfei Wu
Wenmian Yang
Bingning Liu
Weijia Jia
AI4TS
90
0
0
09 Aug 2025
Multi-View Contrastive Learning for Robust Domain Adaptation in Medical Time Series Analysis
ACM Conference on Health, Inference, and Learning (CHIL), 2025
YongKyung Oh
Alex Bui
OOD
AI4TS
145
0
0
27 Jun 2025
Universal Domain Adaptation Benchmark for Time Series Data Representation
Romain Mussard
Fannia Pacheco
Maxime Berar
Gilles Gasso
Paul Honeine
AI4TS
250
0
0
23 May 2025
Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation
Hankang Sun
Guiming Li
Su Yang
Baoqi Li
AI4TS
TTA
356
0
0
21 Apr 2025
Bridging Distribution Gaps in Time Series Foundation Model Pretraining with Prototype-Guided Normalization
Peiliang Gong
Emadeldeen Eldele
Min Wu
Zhenghua Chen
Xiaoli Li
Daoqiang Zhang
AI4TS
AI4CE
341
1
0
15 Apr 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies
Lucas Heublein
Nisha Lakshmana Raichur
Tobias Feigl
Tobias Brieger
Fin Heuer
Lennart Asbach
A. Rügamer
Felix Ott
470
10
0
31 Mar 2025
Time Series Domain Adaptation via Latent Invariant Causal Mechanism
Ruichu Cai
Junxian Huang
Zhenhui Yang
Zijian Li
Emadeldeen Eldele
Min Wu
Gang Hua
OOD
CML
BDL
AI4TS
350
0
0
23 Feb 2025
Binary Losses for Density Ratio Estimation
International Conference on Learning Representations (ICLR), 2024
Werner Zellinger
419
1
0
28 Jan 2025
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series
Xiangkai Ma
Xiaobin Hong
Wenzhong Li
Sanglu Lu
AI4TS
303
0
0
01 Dec 2024
GLA-DA: Global-Local Alignment Domain Adaptation for Multivariate Time Series
International Conference on Database Systems for Advanced Applications (DASFAA), 2024
Gang Tu
Dan Li
Bingxin Lin
Zibin Zheng
See-Kiong Ng
AI4TS
229
1
0
09 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement
International Conference on Learning Representations (ICLR), 2024
Gaurav Patel
Christopher Sandino
Behrooz Mahasseni
Ellen L. Zippi
Erdrin Azemi
Ali Moin
Juri Minxha
TTA
AI4TS
431
6
0
03 Oct 2024
Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation
Yucheng Wang
Peiliang Gong
Ruibing Jin
Felix Ott
Xiaoli Li
Lihua Xie
Zhenghua Chen
TTA
430
6
0
29 Sep 2024
EverAdapt: Continuous Adaptation for Dynamic Machine Fault Diagnosis Environments
Edward
Mohamed Ragab
Yuecong Xu
Ruibing Jin
Yuecong Xu
Zhenghua Chen
Abdulla Alseiari
Xiaoli Li
188
10
0
24 Jul 2024
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation
Mohamed Ragab
Peiliang Gong
Emadeldeen Eldele
Wenyu Zhang
Ruibing Jin
Chuan-Sheng Foo
Daoqiang Zhang
Xiaoli Li
Zhenghua Chen
TTA
AI4TS
410
3
0
04 Jun 2024
Overcoming Negative Transfer by Online Selection: Distant Domain Adaptation for Fault Diagnosis
Ziteng Wang
Mohamed Ragab
Wenmian Yang
Ruibing Jin
Sinno Jialin Pan
Jie Zhang
Zhenghua Chen
195
1
0
25 May 2024
Overcoming Saturation in Density Ratio Estimation by Iterated Regularization
Lukas Gruber
Markus Holzleitner
Johannes Lehner
Sepp Hochreiter
Werner Zellinger
361
5
0
21 Feb 2024
Phase-driven Domain Generalizable Learning for Nonstationary Time Series
Payal Mohapatra
Lixu Wang
Qi Zhu
AI4TS
296
3
0
05 Feb 2024
Universal Time-Series Representation Learning: A Survey
Patara Trirat
Yooju Shin
Junhyeok Kang
Youngeun Nam
Jihye Na
Minyoung Bae
Joeun Kim
Byunghyun Kim
Jae-Gil Lee
AI4TS
380
37
0
08 Jan 2024
POND: Multi-Source Time Series Domain Adaptation with Information-Aware Prompt Tuning
Junxiang Wang
Guangji Bai
Wei Cheng
Zhengzhang Chen
Bo Pan
Haifeng Chen
AI4TS
383
10
0
19 Dec 2023
Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark
Data mining and knowledge discovery (DMKD), 2023
Hassan Ismail Fawaz
Ganesh Del Grosso
Tanguy Kerdoncuff
Aurélie Boisbunon
Illyyne Saffar
AI4TS
405
3
0
15 Dec 2023
SEA++: Multi-Graph-based High-Order Sensor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation
Yucheng Wang
Yuecong Xu
Jianfei Yang
Ruibing Jin
Xiaoli Li
Lihua Xie
Zhenghua Chen
AI4TS
269
1
0
17 Nov 2023
PGODE: Towards High-quality System Dynamics Modeling
International Conference on Machine Learning (ICML), 2023
Xiao Luo
Yiyang Gu
Huiyu Jiang
Hang Zhou
Jinsheng Huang
Wei Ju
Zhiping Xiao
Ming Zhang
Luke Huan
AI4CE
327
8
0
11 Nov 2023
Imitation learning for sim-to-real transfer of robotic cutting policies based on residual Gaussian process disturbance force model
Jamie Hathaway
Rustam Stolkin
Alireza Rastegarpanah
279
1
0
07 Nov 2023
TSGBench: Time Series Generation Benchmark
Proceedings of the VLDB Endowment (PVLDB), 2023
Yihao Ang
Qiang Huang
Yifan Bao
Anthony K. H. Tung
Zhiyong Huang
AI4TS
411
34
0
07 Sep 2023
Source-Free Domain Adaptation with Temporal Imputation for Time Series Data
Knowledge Discovery and Data Mining (KDD), 2023
Mohamed Ragab
Emadeldeen Eldele
Ruibing Jin
Chuan-Sheng Foo
Xiaoli Li
Zhenghua Chen
TTA
AI4TS
246
34
0
14 Jul 2023
Distilling Universal and Joint Knowledge for Cross-Domain Model Compression on Time Series Data
International Joint Conference on Artificial Intelligence (IJCAI), 2023
Qing Xu
Ruibing Jin
Xiaoli Li
K. Mao
Zhenghua Chen
194
5
0
07 Jul 2023
Active Semantic Localization with Graph Neural Embedding
Asian Conference on Pattern Recognition (ACPR), 2023
Mitsuki Yoshida
Kanji Tanaka
Ryo Yamamoto
Daiki Iwata
413
2
0
10 May 2023
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey
Avijoy Chakma
A. Faridee
Indrajeet Ghosh
Nirmalya Roy
317
5
0
07 Apr 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
International Journal of Computer Vision (IJCV), 2023
Jian Liang
Ran He
Tien-Ping Tan
OOD
VLM
TTA
341
408
0
27 Mar 2023
Label-efficient Time Series Representation Learning: A Review
IEEE Transactions on Artificial Intelligence (IEEE TAI), 2023
Emadeldeen Eldele
Mohamed Ragab
Zhenghua Chen
Ruibing Jin
C. Kwoh
Xiaoli Li
AI4TS
452
30
0
13 Feb 2023
Domain Adaptation for Time Series Under Feature and Label Shifts
International Conference on Machine Learning (ICML), 2023
Huan He
Owen Queen
Teddy Koker
Consuelo Cuevas
Theodoros Tsiligkaridis
Marinka Zitnik
AI4TS
322
109
0
06 Feb 2023
Contrastive Domain Adaptation for Time-Series via Temporal Mixup
IEEE Transactions on Artificial Intelligence (IEEE TAI), 2022
Emadeldeen Eldele
Mohamed Ragab
Zhenghua Chen
Ruibing Jin
C. Kwoh
Xiaoli Li
AI4TS
287
49
0
03 Dec 2022
Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation
IEEE transactions on neural systems and rehabilitation engineering (IEEE TNSRE), 2022
Emadeldeen Eldele
Mohamed Ragab
Zhenghua Chen
Ruibing Jin
C. Kwoh
Xiaoli Li
158
31
0
10 Oct 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series
International Conference on Learning Representations (ICLR), 2022
Yilmazcan Ozyurt
Stefan Feuerriegel
Ce Zhang
AI4TS
387
69
0
13 Jun 2022
Time-Series Domain Adaptation via Sparse Associative Structure Alignment: Learning Invariance and Variance
Neural Networks (NN), 2022
Zijian Li
Ruichu Cai
Jiawei Chen
Yuguang Yan
Wei Chen
Keli Zhang
Junjian Ye
CML
TTA
AI4TS
165
13
0
07 May 2022
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