Qiuling Xu

Computer Science · Purdue University West Lafayette

Early career · publishing since 2018

Adversarial Robustness in Machine Learning Anomaly Detection Techniques and Applications Advanced Malware Detection Techniques Machine Learning and Algorithms Machine Learning and Data Classification

Publications

Citations

358

Est. group size

Recurring co-author estimate

Active years

Publishing since 2018

Research summary

AI-generated

Qiuling Xu works in computer science at the intersection of machine learning security and reasoning, focusing on adversarial learning (understanding how machine learning systems can be attacked or fooled, and their theoretical limits), anomaly and malware detection, and combining neural networks with logical reasoning (a technique called abductive learning). This research is relevant to students interested in making AI systems more robust, secure, and interpretable.

Adversarial machine learningRobustness and security of AI systemsMalware and anomaly detectionNeuro-symbolic reasoning (combining neural networks with logic)Statistical theory for learning

Publication output rose from little activity before 2018 to a peak around 2020-2021, then gradually declined through 2023-2024.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026

Publication cadence

Publications per year over the last 10 years — averaging 1.4/year recently

Recent publications

POSIT: Promotion of Semantic Item Tail via Adversarial Learning
arXiv (Cornell University) · 2023
A Le Cam Type Bound for Adversarial Learning and Applications
2021
Fundamental Limits of Adversarial Learning.
arXiv (Cornell University) · 2020
A Le Cam Type Bound for Adversarial Learning and Applications
arXiv (Cornell University) · 2020
Bridging Machine Learning and Logical Reasoning by Abductive Learning
Neural Information Processing Systems · 2019
Tunneling Neural Perception and Logic Reasoning through Abductive Learning
arXiv (Cornell University) · 2018

Publishes in

arXiv (Cornell University)×7
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)×2
Proceedings of the AAAI Conference on Artificial Intelligence×2
Neural Information Processing Systems×1
2022 IEEE Symposium on Security and Privacy (SP)×1

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Qi Alfred Chen
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This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 20, 2026.

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