Ian Molloy

Computer Science · Physical Sciences

27h-index3.6kcitations80works0.02yr avg
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Research Topics

Adversarial Robustness in Machine Learning(23), Advanced Malware Detection Techniques(20), Internet Traffic Analysis and Secure E-voting(15), Access Control and Trust(14), Network Security and Intrusion Detection(13)

Publications80 total

Bound to Disagree: Generalization Bounds via Certifiable Surrogates
ArXiv.org·2026Open Access
Bound to Disagree : Generalization Bounds via Certifiable Surrogates
arXiv (Cornell University)·2026Open Access
Securing MCP-based Agent Workflows
2025Open Access
URET: Universal Robustness Evaluation Toolkit (for Evasion)
arXiv (Cornell University)·2023· 3 citedOpen Access
Backdoor smoothing: Demystifying backdoor attacks on deep neural networks
Computers & Security·2022· 14 citedOpen Access
Adaptive Verifiable Training Using Pairwise Class Similarity
Proceedings of the AAAI Conference on Artificial Intelligence·2021Open Access
AI vs. AI: Exploring the Intersections of AI and Cybersecurity
2021· 3 cited
Adaptive Verifiable Training Using Pairwise Class Similarity
arXiv (Cornell University)·2020Open Access
Adversarial Examples and Metrics
arXiv (Cornell University)·2020Open Access
A new measure for overfitting and its implications for backdooring of deep learning.
arXiv (Cornell University)·2020· 2 citedOpen Access
Backdoor Smoothing: Demystifying Backdoor Attacks on Deep Neural Networks
arXiv (Cornell University)·2020Open Access
Utilizing Multimodal Feature Consistency to Detect Adversarial Examples on Clinical Summaries
2020· 9 citedOpen Access
AdvIT: Adversarial Frames Identifier Based on Temporal Consistency in Videos
2019· 46 cited
Reaching Data Confidentiality and Model Accountability on the CalTrain
2019· 18 cited
Defending Against Neural Network Model Stealing Attacks Using Deceptive Perturbations
2019· 90 citedOpen Access
Reaching Data Confidentiality and Model Accountability on the CalTrain
arXiv (Cornell University)·2018· 2 citedOpen Access
All Your Alexa Are Belong to Us: A Remote Voice Control Attack against Echo
2018· 33 cited
Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering
arXiv (Cornell University)·2018· 231 citedOpen Access
Detecting Backdoor Attacks on Deep Neural Networks by Activation\n Clustering
arXiv (Cornell University)·2018· 238 citedOpen Access
Adversarial Robustness Toolbox v1.0.0
arXiv (Cornell University)·2018· 15 citedOpen Access
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Frequent Co-authors

Ninghui Li(15), Heqing Huang(9), Jorge Lobo(9), Taesung Lee(8), Youngja Park(8), Suresh T. Chari(7), Ben Edwards(6), Dong Su(6), Jialong Zhang(5), Zhongshu Gu(5), Yuan Qi(5), Tiancheng Li(4), Qihua Wang(4), Seraphin Calo(4), Dimitrios Pendarakis(4), Chris Gates(3), Bhaskar Sarma(3), Rahul Potharaju(3), Cristina Nita-Rotaru(3), Hong Chen(3)