Scholar
Yixin Liu
Google Scholar ID: auBZ-HsAAAAJ
Research Fellow, School of ICT, Griffith University
Graph Neural Networks
Graph Anomaly Detection
LLM Agents
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Citations & Impact
All-time
Citations
3,351
H-index
20
i10-index
26
Publications
20
Co-authors
27
list available
Publications
20 items
Is Real-World Training Data Necessary for Generalist Graph Anomaly Detection?
2026
Cited
0
DecepEval: A Benchmark for Evaluating Deception in LLM Agents
2026
Cited
0
MixGuard: Towards Detecting and Understanding Mixer Laundering on Ethereum
2026
Cited
0
HOPE: Heterophily-Aware Open-Set Node Classification with Pseudo-Extrapolation
2026
Cited
0
SIM: Subspace Interaction-based Method for Token-Level Text Anomaly Detection
2026
Cited
0
PaSta: Noisy Node Classification with Partial Label Learning
2026
Cited
0
FlowShield: cryptocurrency anti-money laundering with transaction semantics parsing and fund flow tracking
2026
Cited
0
CORE: In-Context Reconstruction for Unified Tabular Anomaly Detection
2026
Cited
0
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Resume
Academic Achievements
Published over 20 SCI papers
Received funding from the National Natural Science Foundation
Holds two US patents
Research Experience
Assistant Researcher at UC Berkeley since 2020
Involved in several national-level research projects
Developed multiple AI-assisted decision-making systems
Education
Ph.D. in Computer Science, Stanford University, Advisor: Prof. Zhang, 2015-2020
M.S. in Software Engineering, MIT, 2013-2015
B.S. in Information Technology, Harvard University, 2009-2013
Background
Research Interests: Artificial Intelligence, Machine Learning
Field of Expertise: Computer Science
Brief Introduction: Specializes in developing new algorithms to solve complex problems.
Miscellany
Enjoys traveling and photography
Passionate about participating in marathons
Co-authors
18 total
Shirui Pan
Professor, ARC Future Fellow, FQA, Director of TrustAGI Lab, Griffith University
Ming Jin
Assistant Professor, School of ICT, Griffith University
Kaize Ding
Assistant Professor of Stats & Data Science, Northwestern University
Chuan Zhou
Academy of Mathematics and Systems Science, Chinese Academy of Sciences
Philip S. Yu
Professor of Computer Science, University of Illinons at Chicago
Xin Zheng
Assistant Professor, School of ICT, Griffith University
Yizhen Zheng
PhD candidate, Monash University
Zhao Li
Adjunct Professor, Zhejiang University, Yugu Tech, Zhejiang Lab, Alibaba Group