Shiqi Lou

Hi! Welcome to my homepage. I am currently a senior undergraduate at Xi'an Jiaotong University, where I work on graph mining and machine learning.

I'm mostly interested in graph mining, natural language processing, and their applications.

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Research

GADY: Unsupervised Generative Anomaly Detection in Dynamic Graphs
Shiqi Lou, Qingyue Zhang, Shujie Yang, Yuyang Tian, Zhaoxuan Tan, Minnan Luo
arXiv preprint 2023.

We propose GADY, an Unsupervised Generative Anomaly Detection in Dynamic Graphs to generate diverse and high-quality negative samples and use continuous dynamic methods to boost detection performance.

Counting Edges, Wedges, and Triangles over Fully Distributed Graphs with Distributed Trust
Pinghui Wang, Dongxu Zeng, Shiqi Lou, Haoxin Wang, Tao Qin,
TDSC under review

We novelly introduce secure multi-party computation (MPC) protocols to effectively count edges, wedges, and triangles in fully distributed graphs. These protocols can safeguard against differential attacks while preserving the privacy of individual nodes' connections.

KGQUIZ: Evaluating the Generalization of Encoded Knowledge in Large Language Models
Yuyang Bai, Shangbin Feng, Vidhisha Balachandran, Zhaoxuan Tan, Shiqi Lou, Tianxing He, Yulia Tsvetkov
WWW 2024.

We propose KGQUIZ, a benchmark to comprehensively probe the knowledge generalization abilities of LLMs.

Education

Xi'an Jiaotong University
2020.09 - 2024.07

B.E. in Computer Science and Technology
GPA: 87.7 (+5) / 100.0 [top 5%]
Advisor: Prof. Minnan Luo
A.B. in Economics
China Construction Bank Fintech Elite Class

Honors&Awards

  • China Robot competition, First prize, 2022
  • MCM/ICM, Finalist, 2022
  • Scholarship for Outstanding Students, Third Prize, Xi'an Jiaotong University, 2022
  • Dean's List, Xi'an Jiaotong University, 2022
  • Scholarship for Outstanding Students, Second Prize, Xi'an Jiaotong University, 2021

  • Template courtesy: Jon Barron.