Out-of-Distribution Representation Learning for Time Series Classification

15 September 2022

Papers citing "Out-of-Distribution Representation Learning for Time Series Classification"

21 / 21 papers shown

Title
HAR-DoReMi: Optimizing Data Mixture for Self-Supervised Human Activity Recognition Across Heterogeneous IMU Datasets Lulu Ban Tao Zhu Xiangqing Lu Qi Qiu Wenyong Han Shuangjian Li L. Chen Kevin I-Kai Wang Mingxing Nie Yaping Wan 59 0 0 16 Mar 2025
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification A. Chaddad Yihang Wu Yuchen Jiang Ahmed Bouridane Christian Desrosiers 68 2 0 15 Feb 2025
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 68 0 0 15 Dec 2024
Tri-Level Navigator: LLM-Empowered Tri-Level Learning for Time Series OOD Generalization Chengtao Jian Kai Yang Yang Jiao AI4TS 31 3 0 09 Oct 2024
Evaluating the Generalization Ability of Spatiotemporal Model in Urban Scenario Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song OOD 76 2 0 07 Oct 2024
FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting Xihao Piao Zheng Chen Yushun Dong Yasuko Matsubara Yasushi Sakurai OOD AI4TS 21 0 0 02 Oct 2024
Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision Hao Dong Eleni Chatzi Olga Fink 31 3 0 01 Jul 2024
Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning Haoxin Liu Harshavardhan Kamarthi Lingkai Kong Zhiyuan Zhao Chao Zhang B. Aditya Prakash OODD OOD AI4TS 46 8 0 13 Jun 2024
Anole: Adapting Diverse Compressed Models For Cross-Scene Prediction On Mobile Devices Yunzhe Li Hongzi Zhu Zhuohong Deng Yunlong Cheng Liang Zhang Shan Chang Minyi Guo 23 0 0 09 May 2024
Elevator, Escalator or Neither? Classifying Pedestrian Conveyor State Using Inertial Navigation System Tianlang He Zhiqiu Xia S.-H. Gary Chan 34 0 0 06 May 2024
Cross-user activity recognition using deep domain adaptation with temporal relation information Xiaozhou Ye Waleed H. Abdulla Nirmal Nair Kevin I-Kai Wang 32 2 0 12 Mar 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 38 15 0 29 Feb 2024
Phase-driven Domain Generalizable Learning for Nonstationary Time Series Payal Mohapatra Lixu Wang Qi Zhu AI4TS 27 2 0 05 Feb 2024
Target-agnostic Source-free Domain Adaptation for Regression Tasks Tianlang He Zhiqiu Xia Jierun Chen Haoliang Li S.-H. Gary Chan 38 4 0 01 Dec 2023
SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization Hao Dong Ismail Nejjar Han Sun Eleni Chatzi Olga Fink 26 18 0 30 Oct 2023
Continuous Invariance Learning Yong Lin Fan Zhou Lu Tan Lintao Ma Jiameng Liu ... Yuan Yuan Yu Liu James Y. Zhang Yujiu Yang Hao Wang CLL OOD 39 3 0 09 Oct 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 30 17 0 03 Aug 2023
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 26 29 0 18 Mar 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery Haoxiang Wang Haozhe Si Bo-wen Li Han Zhao OOD 60 32 0 30 Jan 2022
Robust Domain-Free Domain Generalization with Class-aware Alignment Wenyu Zhang Mohamed Ragab Ramón Sagarna OOD 33 9 0 17 Feb 2021
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 901 0 02 Mar 2020