FTS: A Framework to Find a Faithful TimeSieve. - Songning Lai; Ninghui Feng; Haochen Sui; Ze Ma; Hao Wang; Zichen Song; Hang Zhao; Yutao Yue (CoRR, 2024)

TimeSieve: Extracting Temporal Dynamics through Information Bottlenecks. - Ninghui Feng; Songning Lai; Fobao Zhou; Zhenxiao Yin; Hang Zhao (CoRR, 2024)

DRIVE: Dependable Robust Interpretable Visionary Ensemble Framework in Autonomous Driving. - Songning Lai; Tianlang Xue; Hongru Xiao; Lijie Hu; Jiemin Wu; Ninghui Feng; Runwei Guan; Haicheng Liao; Zhenning Li; Yutao Yue (CoRR, 2024)

PSCFormer: A lightweight hybrid network for gas identification in electronic nose system. - Ziyang Li; Siyuan Kang; Ninghui Feng; Chongbo Yin; Yan Shi 010 (Pattern Recognit., 2024)

Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms. - Ninghui Feng; Songning Lai; Xin Zhou; Jiayu Yang; Kunlong Feng; Zhenxiao Yin; Fobao Zhou; Zhangyi Hu; Yutao Yue; Yuxuan Liang; Boyu Wang; Hang Zhao (CoRR, 2025)

IMTS is Worth Time ⨉ Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction. - Zhangyi Hu; Jiemin Wu; Hua Xu; Mingqian Liao; Ninghui Feng; Bo Gao; Songning Lai; Yutao Yue (CoRR, 2025)