About Me （Updated Sep. 2025）

I’m a doctoral student majoring in computer science at the Chongqing Green Intelligent Institute of the Chinese Academy of Sciences University, focusing on the algorithm design in Deep Learning. I am interested in Multimodal Sentiment Analysis and Data Augmentation.

Welcome to contacting me about research. Please drop me emails (734570533@qq.com) or WeChat me (DoDoDoDoDoZh).

Experiences 📝

2018.09-2022.06 , Bachelor’s degree (学士) Chongqing Technology and Business University
2022.09-2025.06 , Master’s degree (硕士) Chongqing Technology and Business University
2023.09-2024.09 , Research Intern Chongqing Financial Technology Research Institute
2024.06-2024.09 , Research Intern Westlake University
_2025.09- now , Doctoral Candidate (博士生) Univerity of Chinese Academy of Sciences

Publication 📖 (Lead Author)

(*: Equal Contribution. †: Corresponding Author.)

Journals:

EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition

Huafeng Qin†, Hongyu Zhu, Xin Jin, Xin Yu, Mounim A. El-Yacoubi, and Shuqiang Yang

IEEE Transactions on Instrumentation and Measurement, 2025 [PDF]

A Survey on Mixup Augmentations and Beyond

Xin Jin *, Hongyu Zhu *, Siyuan Li *, Zedong Wang, Zicheng Liu, Chang Yu, Huafeng Qin, and IEEE Fellow Stan. Z. Li†

ArXiv, 2025-ACM Computing Surveys (Major revision) [PDF]

EmMixformer: Mix transformer for eye movement recognition

Huafeng Qin†, Hongyu Zhu, Xin Jin, Qun Song, Senior member, IEEE Mounim A. El-Yacoubi, and Fellow, IEEE Xinbo Gao.

IEEE Transactions on Instrumentation and Measurement, 2025 [PDF]

Conferences:

BiMoE: Brain-Inspired Experts for EEG-Dominant Affective State Recognition

Hongyu Zhu, Lin Chen, Mingsheng Shang†

ICME 2026 [PDF]

MS-Mix: Sentiment-Guided Adaptive Augmentation for Multimodal Sentiment Analysis

Hongyu Zhu, Lin Chen, Xin Jin, Mingsheng Shang†

Submit to ACM MM 2026 [PDF]

SUMix: Mixup with Semantic and Uncertain Information

Huafeng Qin * ^,†, Xin Jin *, Hongyu Zhu *, Hongchao Liao, Mounim A. El-Yacoubi, IEEE Fellow Xinbo Gao

ECCV 2024 [PDF]

StarLKNet: Star Mixup with Large Kernel Networks for Palm Vein Identification

Xin Jin *, Hongyu Zhu *, Mounim A. El-Yacoubi, Hongchao Liao, Huafeng Qin, and Yun Jiang†

ISCBI, 2025 [PDF]

Relax DARTS: Relaxing the Constraints of Differentiable Architecture Search for Eye Movement Recognition

Hongyu Zhu *, Xin Jin *, Hongchao Liao, Yan Xiang, Mounim A. El-Yacoubi, Huafeng Qin†

CCBR 2024 [PDF]

Patent 📝

一种脑启发式多专家多模态情感识别方法及系统、设备、介质

发明(设计)人：陈琳, 朱泓宇, 龚治岗, 尚明生

[专利号：ZL202610055976.1]

一种基于Transformer和LSTM混合网络的眼动识别方法

发明(设计)人：秦华锋，朱泓宇，金鑫，吴燚权，廖洪超，章勤，杨开元

[申请号：CN202410147131.6 (实质审查)]

一种基于对抗学习的多样本AutoMix数据增强方法和系统

发明(设计)人：秦华锋，金鑫，朱泓宇，廖洪超，李海洋，杨开元

[申请号：CN202311740017.6 (实质审查)]

Awards 🏆

National Second Prize of the National College Student Intelligent Car Competition. 2021.09
Second Prize of National University Student Mathematical Modeling Competition Chongqing Region. 2021.12
Silver Prize in the 14th “Challenge Cup” Chongqing Municipal Selection Competition. 2024.07
Silver Award in the China International Student Innovation Competition (2024) Chongqing. 2024.08