Title
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series Tian-Shing Lan Yifei Gao Yimeng Lu Chen Zhang 53 0 0 01 May 2025
Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation Hankang Sun Guiming Li Su Yang Baoqi Li AI4TS TTA 58 0 0 21 Apr 2025
CATS: Mitigating Correlation Shift for Multivariate Time Series Classification Xiao Lin Zhichen Zeng Tianxin Wei Zhining Liu Yuzhong Chen Hanghang Tong AI4TS 32 0 0 05 Apr 2025
Time Series Domain Adaptation via Latent Invariant Causal Mechanism Ruichu Cai Junxian Huang Zhenhui Yang Zijian Li Emadeldeen Eldele Min Wu Fuchun Sun OOD CML BDL AI4TS 54 0 0 23 Feb 2025
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
Time and Frequency Synergy for Source-Free Time-Series Domain Adaptations Muhammad Furqon Mahardhika Pratama Ary Mazharuddin Shiddiqi Lin Liu Habibullah Habibullah K. Doğançay TTA AI4TS 25 1 0 23 Oct 2024
GLA-DA: Global-Local Alignment Domain Adaptation for Multivariate Time Series Gang Tu Dan Li Bingxin Lin Zibin Zheng See-Kiong Ng AI4TS 24 1 0 09 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 44 3 0 03 Oct 2024
Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation Yucheng Wang Peiliang Gong Min-man Wu Felix Ott Xiaoli Li Lihua Xie Zhenghua Chen TTA 40 1 0 29 Sep 2024
LogoRA: Local-Global Representation Alignment for Robust Time Series Classification Huanyu Zhang Yi-Fan Zhang Zhang Zhang Qingsong Wen L. Wang AI4TS 24 1 0 12 Sep 2024
New Rules for Causal Identification with Background Knowledge Tian-Zuo Wang Lue Tao Zhi-Hua Zhou CML 32 0 0 21 Jul 2024
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation Mohamed Ragab Peiliang Gong Emadeldeen Eldele Wenyu Zhang Min-man Wu Chuan-Sheng Foo Daoqiang Zhang Xiaoli Li Zhenghua Chen TTA AI4TS 40 2 0 04 Jun 2024
Overcoming Negative Transfer by Online Selection: Distant Domain Adaptation for Fault Diagnosis Ziteng Wang Mohamed Ragab Wenmian Yang Min-man Wu Sinno Jialin Pan Jie M. Zhang Zhenghua Chen 35 0 0 25 May 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Shirui Pan Mahsa Salehi 60 0 0 17 Apr 2024
Self-Labeling in Multivariate Causality and Quantification for Adaptive Machine Learning Yutian Ren A. Yen G. P. Li CML 48 0 0 08 Apr 2024
Nonstationary Time Series Forecasting via Unknown Distribution Adaptation Zijian Li Ruichu Cai Zhenhui Yang Haiqin Huang Guan-Hong Chen Yifan Shen Zhengming Chen Xiangchen Song Kun Zhang OOD AI4TS 29 2 0 20 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 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 73 14 0 08 Jan 2024
POND: Multi-Source Time Series Domain Adaptation with Information-Aware Prompt Tuning Junxiang Wang Guangji Bai Wei Cheng Zhengzhang Chen Liang Zhao Haifeng Chen AI4TS 27 2 0 19 Dec 2023
Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Hassan Ismail Fawaz Ganesh Del Grosso Tanguy Kerdoncuff Aurélie Boisbunon Illyyne Saffar AI4TS 30 2 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 Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 21 0 0 17 Nov 2023
TSGBench: Time Series Generation Benchmark Yihao Ang Qiang Huang Yifan Bao Anthony K. H. Tung Zhiyong Huang AI4TS 26 16 0 07 Sep 2023
Source-Free Domain Adaptation with Temporal Imputation for Time Series Data Mohamed Ragab Emadeldeen Eldele Min-man Wu Chuan-Sheng Foo Xiaoli Li Zhenghua Chen TTA AI4TS 19 18 0 14 Jul 2023
Improving the Transferability of Time Series Forecasting with Decomposition Adaptation Yan-hong Gao Yan Wang Qiang Wang AI4TS 18 0 0 30 Jun 2023
Extraction and Recovery of Spatio-Temporal Structure in Latent Dynamics Alignment with Diffusion Models Yule Wang Zijing Wu Chengrui Li Anqi Wu DiffM 30 11 0 09 Jun 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Z. Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 26 50 0 18 May 2023
Context-aware Domain Adaptation for Time Series Anomaly Detection Kwei-Herng Lai Lan Wang Huiyuan Chen Kaixiong Zhou Fei Wang Hao Yang Xia Hu TTA AI4TS 32 8 0 15 Apr 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 27 13 0 13 Feb 2023
Domain Adaptation for Time Series Under Feature and Label Shifts Huan He Owen Queen Teddy Koker Consuelo Cuevas Theodoros Tsiligkaridis Marinka Zitnik AI4TS 21 60 0 06 Feb 2023
Contrastive Domain Adaptation for Time-Series via Temporal Mixup Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 16 29 0 03 Dec 2022
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives Xiaofeng Liu Chaehwa Yoo Fangxu Xing Hyejin Oh G. El Fakhri Je-Won Kang Jonghye Woo OOD 33 191 0 15 Aug 2022
Multi-Variate Time Series Forecasting on Variable Subsets Jatin Chauhan A. Raghuveer Rishi Saket Jay Nandy B. Ravindran AI4TS 25 9 0 25 Jun 2022
Uncertainty-aware Evaluation of Time-Series Classification for Online Handwriting Recognition with Domain Shift Andreas Klass Sven M. Lorenz M. Lauer-Schmaltz David Rügamer Bernd Bischl Christopher Mutschler Felix Ott 29 10 0 17 Jun 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 19 2 0 16 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 26 44 0 13 Jun 2022
Time-Series Domain Adaptation via Sparse Associative Structure Alignment: Learning Invariance and Variance Zijian Li Ruichu Cai Jiawei Chen Yuguang Yan Wei Chen Keli Zhang Junjian Ye CML TTA AI4TS 34 5 0 07 May 2022
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 31 31 0 07 Apr 2022
ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data Mohamed Ragab Emadeldeen Eldele Wee Ling Tan Chuan-Sheng Foo Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li TTA OOD AI4TS 19 66 0 15 Mar 2022
Transferable Time-Series Forecasting under Causal Conditional Shift Zijian Li Ruichu Cai T. Fu Zhifeng Hao Kun Zhang TTA OOD AI4TS 25 23 0 05 Nov 2021
CALDA: Improving Multi-Source Time Series Domain Adaptation with Contrastive Adversarial Learning Garrett Wilson J. Doppa D. Cook 33 32 0 30 Sep 2021
Graph Domain Adaptation: A Generative View Ruichu Cai Fengzhu Wu Zijian Li Pengfei Wei Lingling Yi Kun Zhang OOD 13 37 0 14 Jun 2021
Domain Adaptation for Time Series Forecasting via Attention Sharing Xiaoyong Jin Youngsuk Park Danielle C. Maddix Bernie Wang Xifeng Yan TTA OOD AI4TS 98 75 0 13 Feb 2021
Causal Mechanism Transfer Network for Time Series Domain Adaptation in Mechanical Systems Zijian Li Ruichu Cai Kok-Soon Chai H. Ng Hoang Dung Vu Marianne Winslett T. Fu Boyan Xu Xiaoyan Yang Zhenjie Zhang CML AI4TS AI4CE 8 14 0 13 Oct 2019
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 207 1,897 0 06 Jun 2016