Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects. - Kexin Zhang 007; Qingsong Wen; Chaoli Zhang 001; Rongyao Cai; Ming Jin 005; Yong Liu 007; James Zhang; Yuxuan Liang; Guansong Pang; Dongjin Song; Shirui Pan (CoRR, 2023)

DCS: Debiased Contrastive Learning with Weak Supervision for Time Series Classification. - Rongyao Cai; Linpeng Peng; Zhengming Lu; Kexin Zhang 007; Yong Liu 007 (ICASSP, 2024)

Debiased Contrastive Learning for Time-Series Representation Learning and Fault Detection. - Kexin Zhang 007; Rongyao Cai; Chunlin Zhou; Yong Liu 007 (IEEE Trans. Ind. Informatics, 2024)

LiteGrasp: A Light Robotic Grasp Detection via Semi-Supervised Knowledge Distillation. - Linpeng Peng; Rongyao Cai; Jingyang Xiang; Junyu Zhu; Weiwei Liu; Wang Gao 001; Yong Liu 007 (IEEE Robotics Autom. Lett., 2024)

Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects. - Kexin Zhang 007; Qingsong Wen; Chaoli Zhang 001; Rongyao Cai; Ming Jin 005; Yong Liu 007; James Y. Zhang; Yuxuan Liang; Guansong Pang; Dongjin Song; Shirui Pan (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Debiased Contrastive Learning With Supervision Guidance for Industrial Fault Detection. - Rongyao Cai; Wang Gao 001; Linpeng Peng; Zhengming Lu; Kexin Zhang 007; Yong Liu 007 (IEEE Trans. Ind. Informatics, 2024)

From Entanglement to Alignment: Representation Space Decomposition for Unsupervised Time Series Domain Adaptation. - Rongyao Cai; Ming Jin 005; Qingsong Wen; Kexin Zhang 007 (CoRR, 2025)

KFS: KAN based adaptive Frequency Selection learning architecture for long term time series forecasting. - Changning Wu; Gao Wu; Rongyao Cai; Yong Liu; Kexin Zhang (CoRR, 2025)