FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting. - Zhe Li 011; Xiangfei Qiu; Peng Chen 038; Yihang Wang 004; Hanyin Cheng; Yang Shu 001; Jilin Hu; Chenjuan Guo; Aoying Zhou; Qingsong Wen; Christian S. Jensen; Bin Yang 002 (CoRR, 2024)

DiffImp: Efficient Diffusion Model for Probabilistic Time Series Imputation with Bidirectional Mamba Backbone. - Hongfan Gao; Wangmeng Shen; Xiangfei Qiu; Ronghui Xu 001; Jilin Hu; Bin Yang 002 (CoRR, 2024)

MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast. - Shiyan Hu 004; Kai Zhao 009; Xiangfei Qiu; Yang Shu 001; Jilin Hu; Bin Yang 002; Chenjuan Guo (CoRR, 2024)

TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods. - Xiangfei Qiu; Jilin Hu; Lekui Zhou; Xingjian Wu; Junyang Du; Buang Zhang; Chenjuan Guo; Aoying Zhou; Christian S. Jensen; Zhenli Sheng; Bin Yang 002 (Proc. VLDB Endow., 2024)

AutoCTS++: zero-shot joint neural architecture and hyperparameter search for correlated time series forecasting. - Xinle Wu; Xingjian Wu; Bin Yang 002; Lekui Zhou; Chenjuan Guo; Xiangfei Qiu; Jilin Hu; Zhenli Sheng; Christian S. Jensen (VLDB J., 2024)

EasyTime: Time Series Forecasting Made Easy. - Xiangfei Qiu; Xiuwen Li; Ruiyang Pang; Zhicheng Pan; Xingjian Wu; Liu Yang; Jilin Hu; Yang Shu 001; Xuesong Lu; Chengcheng Yang; Chenjuan Guo; Aoying Zhou; et al. (ICDE, 2025)

CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching. - Xingjian Wu; Xiangfei Qiu; Zhengyu Li; Yihang Wang 004; Jilin Hu; Chenjuan Guo; Hui Xiong 001; Bin Yang 002 (ICLR, 2025)

DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting. - Xiangfei Qiu; Xingjian Wu; Yan Lin 006; Chenjuan Guo; Jilin Hu; Bin Yang 002 (KDD (1), 2025)

A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective. - Xiangfei Qiu; Hanyin Cheng; Xingjian Wu; Jilin Hu; Chenjuan Guo (CoRR, 2025)

Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline. - Xvyuan Liu; Xiangfei Qiu; Xingjian Wu; Zhengyu Li; Chenjuan Guo; Jilin Hu; Bin Yang 002 (CoRR, 2025)

K2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting. - Xingjian Wu; Xiangfei Qiu; Hongfan Gao; Jilin Hu; Bin Yang 002; Chenjuan Guo (CoRR, 2025)

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods. - Xiangfei Qiu; Zhe Li 011; Wanghui Qiu; Shiyan Hu 004; Lekui Zhou; Xingjian Wu; Zhengyu Li; Chenjuan Guo; Aoying Zhou; Zhenli Sheng; Jilin Hu; Christian S. Jensen; et al. (CoRR, 2025)