Self-supervised Autoregressive Domain Adaptation for Time Series Data

29 November 2021

Papers citing "Self-supervised Autoregressive Domain Adaptation for Time Series Data"

22 / 22 papers shown

Title
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
GLA-DA: Global-Local Alignment Domain Adaptation for Multivariate Time Series Gang Tu Dan Li Bingxin Lin Zibin Zheng See-Kiong Ng AI4TS 27 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 50 3 0 03 Oct 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
Self-Labeling in Multivariate Causality and Quantification for Adaptive Machine Learning Yutian Ren A. Yen G. P. Li CML 50 0 0 08 Apr 2024
Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions Muhammad Furqon Mahardhika Pratama Lin Liu Habibullah Habibullah K. Doğançay AI4CE 16 6 0 07 Apr 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
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 32 2 0 19 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 32 0 0 17 Nov 2023
Source-Free Collaborative Domain Adaptation via Multi-Perspective Feature Enrichment for Functional MRI Analysis Yuqi Fang Jinjian Wu Qianqian Wang S. Qiu Andrea Bozoki Huaicheng Yan Mingxia Liu 19 6 0 24 Aug 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 20 0 0 30 Jun 2023
Deep Neural Networks in Video Human Action Recognition: A Review Zihan Wang Yang Yang Zhi Liu Y. Zheng 53 4 0 25 May 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Ziqiang Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 31 50 0 18 May 2023
Interpretable and Robust AI in EEG Systems: A Survey Xin-qiu Zhou Chenyu Liu Liming Zhai Ziyu Jia Cuntai Guan Yang Liu AAML 19 21 0 21 Apr 2023
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey Avijoy Chakma A. Faridee Indrajeet Ghosh Nirmalya Roy 38 4 0 07 Apr 2023
Self-supervised learning-based general laboratory progress pretrained model for cardiovascular event detection Lichin Chen Kuo-Hsuan Hung Y. Tseng Hsin-Yao Wang T. Lu Wei-Chieh Huang Yu Tsao 19 7 0 13 Mar 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 32 13 0 13 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 24 29 0 03 Dec 2022
Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li 21 23 0 10 Oct 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
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