SMARTformer: Semi-Autoregressive Transformer with Efficient Integrated Window Attention for Long Time Series Forecasting. - Yiduo Li; Shiyi Qi; Zhe Li; Zhongwen Rao; Lujia Pan; Zenglin Xu (IJCAI, 2023)

Ti-MAE: Self-Supervised Masked Time Series Autoencoders. - Zhe Li; Zhongwen Rao; Lujia Pan; Pengyun Wang; Zenglin Xu (CoRR, 2023)

MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing. - Zhe Li; Zhongwen Rao; Lujia Pan; Zenglin Xu (CoRR, 2023)

Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling. - Shiyi Qi; Liangjian Wen; Yiduo Li; Yuanhang Yang; Zhe Li; Zhongwen Rao; Lujia Pan; Zenglin Xu (CoRR, 2024)

ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning. - Yihang Wang 004; Yuying Qiu; Peng Chen 038; Kai Zhao 009; Yang Shu 001; Zhongwen Rao; Lujia Pan; Bin Yang 002; Chenjuan Guo (CoRR, 2024)

Air Quality Prediction with Physics-Informed Dual Neural ODEs in Open Systems. - Jindong Tian; Yuxuan Liang; Ronghui Xu 001; Peng Chen 038; Chenjuan Guo; Aoying Zhou; Lujia Pan; Zhongwen Rao; Bin Yang 002 (CoRR, 2024)

MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing. - Xuanbing Zhu; Dunbin Shen; Zhongwen Rao; Huiyi Ma; Yingguang Hao; Hongyu Wang 001 (CoRR, 2024)

Exploiting counter-examples for active learning with partial labels. - Fei Zhang; Yunjie Ye; Lei Feng 006; Zhongwen Rao; Jieming Zhu; Marcus Kalander; Chen Gong 002; Jianye Hao; Bo Han 003 (Mach. Learn., 2024)

AimTS: Augmented Series and Image Contrastive Learning for Time Series Classification. - Yuxuan Chen; Shanshan Huang; Yunyao Cheng 001; Peng Chen 038; Zhongwen Rao; Yang Shu 001; Bin Yang 002; Lujia Pan; Chenjuan Guo (ICDE, 2025)

Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders. - Qichao Shentu; Beibu Li; Kai Zhao 009; Yang Shu 001; Zhongwen Rao; Lujia Pan; Bin Yang 002; Chenjuan Guo (ICLR, 2025)

Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems. - Jindong Tian; Yuxuan Liang; Ronghui Xu 001; Peng Chen 038; Chenjuan Guo; Aoying Zhou; Lujia Pan; Zhongwen Rao; Bin Yang 002 (ICLR, 2025)

ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data. - Chengsen Wang; Qi Qi 001; Zhongwen Rao; Lujia Pan; Jingyu Wang 001; Jianxin Liao (CoRR, 2025)

LightGTS: A Lightweight General Time Series Forecasting Model. - Yihang Wang 004; Yuying Qiu; Peng Chen 038; Yang Shu 001; Zhongwen Rao; Lujia Pan; Bin Yang 002; Chenjuan Guo (CoRR, 2025)

CC-Time: Cross-Model and Cross-Modality Time Series Forecasting. - Peng Chen 038; Yihang Wang 004; Yang Shu 001; Yunyao Cheng 001; Kai Zhao 009; Zhongwen Rao; Lujia Pan; Bin Yang 002; Chenjuan Guo (CoRR, 2025)