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Defu Lian — most-cited papers & profile · Time Series
← authors
·
overview
Defu Lian
75
papers ·
868
citations ·
43
h-index
University of Science and Technology of China
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting
2023 · 93 citations
FilterNet: Harnessing Frequency Filters for Time Series Forecasting
2024 · 12 citations
Cross-Domain Pre-training with Language Models for Transferable Time Series Representations
2024 · 1 citations
RAVEN: A Regime-Aware Variable-context Expert Network for Financial Time Series Forecasting
2026
A Unified Frequency Domain Decomposition Framework for Interpretable and Robust Time Series Forecasting
2025
GTM: A General Time-series Model for Enhanced Representation Learning of Time-Series Data
2025
Top co-authors
Cheng He
· 3
Enhong Chen
· 3
Patrick P. C. Lee
· 2
Qi Zhang
· 2
Wei Fan
· 2
Xu Huang
· 2
Zhaoyi Li
· 2
Gangwei Jiang
· 1
Hao Zhang
· 1
Longbing Cao
· 1
Mingyue Cheng
· 1
Qi Liu
· 1
Topics
Domain — Finance
Foundation Models
Transformer Forecasters
Linear & Patch Models
Domain — Healthcare
Domain — Energy/Weather