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Songning Lai — most-cited papers & profile · Time Series
← authors
·
overview
Songning Lai
10
papers ·
24
citations ·
7
h-index
Hong Kong University of Science and Technology · University of Hong Kong
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
FTS: A Framework to Find a Faithful TimeSieve
2024 · 17 citations
Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms
2025 · 2 citations
IMTS is Worth Time $\times$ Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction
2025
TimeSieve: Extracting Temporal Dynamics through Information Bottlenecks
2024
Top co-authors
Hang Zhao
· 3
Yutao Yue
· 3
Jiayu Yang
· 2
Bo Gao
· 1
Boyu Wang
· 1
Hao Wang
· 1
Hua Xu
· 1
Xin Zhou
· 1
Yuxuan Liang
· 1
Topics
Foundation Models
Linear & Patch Models
Transformer Forecasters
Probabilistic
Anomaly Detection
Domain — Finance
Domain — Energy/Weather