Zhiquan Huang

Zhiquan Huang

Open to research collaboration and new opportunities.

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More than 2000 followers. I regularly share paper reading notes, research insights, and academic updates.

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👋About Me

I am currently a third-year master's student in Computer Science and Technology at the School of Information Engineering, Henan University of Science and Technology, under the supervision of Professor Ruijuan Zheng, who serves as the Dean of the School of Software.

My research interests lie in time series analysis, deep learning, and AI agents, with a current focus on time series foundation models and benchmark evaluation, as well as Agent Memory, long-term memory mechanisms, and agentic system design. Beyond my current research areas, I maintain broad academic interests and am open to exploring other directions with strong research value and potential.

To date, I have published one first-authored paper at ECAI 2025 (ICORE A | CCF B) and one co-first-authored paper in Knowledge-Based Systems (CAS Q1 Top Journal); four additional papers are under review. I have also filed six invention patents, including one granted patent, and hold five software copyrights.

Time Series Foundation Models Deep Learning AI Agents

📖Education Background

2024.09 - 2027.06 (expected)

Master's Student in Computer Science and Technology

School of Information Engineering, Henan University of Science and Technology.

Current standing: ranked 1st in the program.

2020.09 - 2024.06

Bachelor's Degree in Software Engineering

School of Software, Henan University of Science and Technology.

Academic record: average score 91.85, ranked in the top 3% of the program.

🔥News

2026.09I received the National Scholarship for Graduate Students for the second time.
2026.8.31Our paper was accepted for publication in Knowledge-Based Systems (CAS Q1 Top Journal).
2025.10Our project won the National Third Prize in the 19th Challenge Cup, ranked 1st.
2025.10Our project won the National Third Prize in the 7th China Graduate AI Innovation Competition (Huawei Cup), ranked 1st.
2025.09I received the National Scholarship for Graduate Students.
2025.09My undergraduate thesis was selected as a Provincial Outstanding Bachelor's Thesis of Henan Province.
2025.08One of my invention patents was officially granted.
2025.07One of my papers was accepted by ECAI 2025 (CCF B).
2024.10Our project won the National Gold Award in the China International College Students’ Innovation Competition (2024).
2024.06My undergraduate thesis received the First Prize of Outstanding Undergraduate Thesis at HAUST.
2023.12Our project won the National Silver Award in the China International College Students’ Innovation Competition (2023), ranked 1st.
2023.10Our project won the National Second Prize in the 18th Challenge Cup, ranked 1st.
2023.04I was named one of the Top 10 May Fourth Youth Pacesetters at HAUST.
2023.03I was named one of the Top 10 Most Inspiring University Students at HAUST.
2023.03Our project advanced to the Asia Regional Finals of the 21st Microsoft Imagine Cup, ranked 1st.
2023.02Our project won First Place in the China Finals of the 21st Microsoft Imagine Cup, ranked 1st.

📝Publications & Preprints

Accepted · KBS
Beyond Static Frequency Decomposition: Dynamic Time Frequency Mixing for Time Series Forecasting

Beyond Static Frequency Decomposition: Dynamic Time Frequency Mixing for Time Series Forecasting

Linjing Xue†, Zhiquan Huang†, Jiazhe Wang, Jiayi Chang, Xiaozheng Li, Ruijuan Zheng*

Knowledge-Based Systems, 2026.

Scholar

CAS Q1 Top Journal

Co-first author (second-listed). Supervised an undergraduate student through writing and submission, led the implementation and experimental design, and contributed substantially to revision. †Equal contribution; *corresponding author.

🎖Selected Honors

Honorary Titles

  • 2023.06 Provincial Merit Student of Henan Province.
  • 2023.04 Named one of the Top 10 Most Inspiring University Students at Henan University of Science and Technology.
  • 2023.03 Named one of the Top 10 May Fourth Youth Pacesetters at Henan University of Science and Technology.
  • 2025.09 Recipient of the Henan Provincial Outstanding Bachelor's Thesis award.

Scholarships

  • 2026.09 Recipient of the National Scholarship for Graduate Students (second award).
  • 2025.09 Recipient of the National Scholarship for Graduate Students.
  • 2023.11 Recipient of the National Encouragement Scholarship.
  • 2022.11 Recipient of the National Encouragement Scholarship.

🏆Selected Competition Awards

  • 2025.11 Third Prize, 19th Challenge Cup National College Students' Extracurricular Academic Science and Technology Competition, ranked 1st.
  • 2025.10 Third Prize, 7th China Graduate Artificial Intelligence Innovation Competition (Huawei Cup), ranked 1st.
  • 2024.10 Gold Award, China International College Students' Innovation Competition (2024).
  • 2023.12 Silver Award, China International College Students' Innovation Competition (2023), ranked 1st.
  • 2023.10 Second Prize, 18th Challenge Cup National College Students' Extracurricular Academic Science and Technology Competition, ranked 1st.
  • 2023.02 First Place in China, 21st Microsoft Imagine Cup, ranked 1st.

🤝Academic Service

I have contributed to the peer-review process, either independently or in collaboration with my advisor, for leading conferences including ECAI 2025, AAAI 2026|2027, CVPR 2026, ACL 2026, ICML 2026, and NeurIPS 2026, as well as the journals Pattern Recognition and Expert Systems with Applications.