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Min-Max Optimization without Gradients: Convergence and Applications to Adversarial ML

Sep 30, 2019
Sijia Liu, Songtao Lu, Xiangyi Chen, Yao Feng, Kaidi Xu, Abdullah Al-Dujaili, Minyi Hong, Una-May Obelilly


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There are No Bit Parts for Sign Bits in Black-Box Attacks

Apr 03, 2019
Abdullah Al-Dujaili, Una-May O'Reilly

* Added results of Ensemble Adv Learning. ICML template 

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Multivariate Time-series Similarity Assessment via Unsupervised Representation Learning and Stratified Locality Sensitive Hashing: Application to Early Acute Hypotensive Episode Detection

Dec 04, 2018
Jwala Dhamala, Emmanuel Azuh, Abdullah Al-Dujaili, Jonathan Rubin, Una-May O'Reilly

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216 

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Lipizzaner: A System That Scales Robust Generative Adversarial Network Training

Nov 30, 2018
Tom Schmiedlechner, Ignavier Ng Zhi Yong, Abdullah Al-Dujaili, Erik Hemberg, Una-May O'Reilly

* Systems for ML Workshop (MLSYS) at NeurIPS 2018 

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AST-Based Deep Learning for Detecting Malicious PowerShell

Oct 03, 2018
Gili Rusak, Abdullah Al-Dujaili, Una-May O'Reilly

* To appear at ACM CCS 2018 Poster Session 

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Towards Distributed Coevolutionary GANs

Aug 31, 2018
Abdullah Al-Dujaili, Tom Schmiedlechner, and Erik Hemberg, Una-May O'Reilly

* Accepted at AAAI 2018 Fall Symposium Series 

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On Visual Hallmarks of Robustness to Adversarial Malware

May 09, 2018
Alex Huang, Abdullah Al-Dujaili, Erik Hemberg, Una-May O'Reilly

* Submitted to the IReDLiA workshop at the Federated Artificial Intelligence Meeting (FAIM) 2018 

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Adversarial Deep Learning for Robust Detection of Binary Encoded Malware

Mar 25, 2018
Abdullah Al-Dujaili, Alex Huang, Erik Hemberg, Una-May O'Reilly

* 1ST Deep Learning and Security Workshop (co-located with the 39th IEEE Symposium on Security and Privacy) 

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BMOBench: Black-Box Multi-Objective Optimization Benchmarking Platform

Jul 01, 2017
Abdullah Al-Dujaili, S. Suresh

* supplement materials for Multi-Objective Simultaneous Optimistic Optimization (Information Sciences) 

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Embedded Bandits for Large-Scale Black-Box Optimization

Nov 27, 2016
Abdullah Al-Dujaili, S. Suresh

* To appear at AAAI 2017 

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