About Me

I am currently a master student (from fall, 2022) in School of Computer Science and Technology , Shandong Technology and Business University , under the supervision of Prof. Yepeng Liu .
My research interests lie in deep and scientific learning, especially science-inspired model architectures. My research goal is to model this ever-changing and non-stationary world through scientific and interpretable deep models. I am also working hard on Web3 and blockchain technology to explore how to build a more open, transparent and secure network environment.

Google Scholar / ORCiD / Scopus / GitHub

Education

Master in Computer Science, 2022-Present
School of Computer Science and Technology , Shandong Technology and Business University
Bachelor in Data Science and Big Data Technology, 2018-2022
School of Intelligent Engineering , Huanghe Jiaotong University

Journal Articles

In process

Published

FL-Net: A Multi-Scale Cross-Decomposition Network with Frequency External Attention for Long-term Time Series Forecasting
Siyuan Huang , Yepeng Liu#
Knowledge-Based Systems 2024 / PDF
MEAformer: An all-MLP Transformer with Temporal External Attention for Long-term Time Series Forecasting
Siyuan Huang , Yepeng Liu#, Haoyi Cui, Fan Zhang, Jinjiang Li, Xiaofeng Zhang, Mingli Zhang, Caiming Zhang
Information Sciences 2024 (Accepted) / Code / PDF
CrossWaveNet: A dual-channel network with deep cross-decomposition for Long-term Time Series Forecasting
Siyuan Huang , Yepeng Liu#, Fan Zhang, Yue Li, Jinjiang Li, Caiming Zhang
Expert Systems with Applications 2023 / PDF
A stock series prediction model based on variational mode decomposition and dual-channel attention network
Yepeng Liu#, Siyuan Huang , Xiaoyi Tian, Fan Zhang, Feng Zhao, Caiming Zhang
Expert Systems with Applications 2023 / PDF
Design and Implementation of Cloud Storage Platform for Learning Behavior Data based on Hadoop
Chunhua Cai#, Siyuan Huang , Jimei Gao
Software Engineering (软件工程) 2022 / PDF

# Corresponding Author

Experience

Peer Reviewer, Expert Systems with Applications (IF=8.5)
Peer Reviewer, Journal of Cleaner Production (IF=11.1)

Selected Awards

First Prize in Henan Province Telecom and Internet Industry Big Data Analyst Professional Skills Competition (河南省电信和互联网行业大数据分析师职业技能竞赛一等奖), 2021