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A Coreset Learning Reality Check


Jan 15, 2023
Fred Lu, Edward Raff, James Holt

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* To appear in the Thirty-Seventh AAAI Conference on Artificial Intelligence 

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Efficient Malware Analysis Using Metric Embeddings


Dec 05, 2022
Ethan M. Rudd, David Krisiloff, Scott Coull, Daniel Olszewski, Edward Raff, James Holt

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* Pre-print of a manuscript submitted to the ACM Digital Threats: Research and Practice (DTRAP) Special Issue on Applied Machine Learning for Information Security. 19 Pages 

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Lempel-Ziv Networks


Nov 23, 2022
Rebecca Saul, Mohammad Mahmudul Alam, John Hurwitz, Edward Raff, Tim Oates, James Holt

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* I Can't Believe It's Not Better Workshop at NeurIPS 2022 

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Deploying Convolutional Networks on Untrusted Platforms Using 2D Holographic Reduced Representations


Jun 13, 2022
Mohammad Mahmudul Alam, Edward Raff, Tim Oates, James Holt

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* To appear in the Proceedings of the 39 th International Conference on Machine Learning, Baltimore, Maryland, USA, PMLR 162, 2022 

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Marvolo: Programmatic Data Augmentation for Practical ML-Driven Malware Detection


Jun 07, 2022
Michael D. Wong, Edward Raff, James Holt, Ravi Netravali

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* 15 pages, 7 figures 

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Proceedings of the Artificial Intelligence for Cyber Security (AICS) Workshop at AAAI 2022


Mar 01, 2022
James Holt, Edward Raff, Ahmad Ridley, Dennis Ross, Arunesh Sinha, Diane Staheli, William Streilen, Milind Tambe, Yevgeniy Vorobeychik, Allan Wollaber

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Out of Distribution Data Detection Using Dropout Bayesian Neural Networks


Feb 18, 2022
Andre T. Nguyen, Fred Lu, Gary Lopez Munoz, Edward Raff, Charles Nicholas, James Holt

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Learning with Holographic Reduced Representations


Sep 05, 2021
Ashwinkumar Ganesan, Hang Gao, Sunil Gandhi, Edward Raff, Tim Oates, James Holt, Mark McLean

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Leveraging Uncertainty for Improved Static Malware Detection Under Extreme False Positive Constraints


Aug 09, 2021
Andre T. Nguyen, Edward Raff, Charles Nicholas, James Holt

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Getting Passive Aggressive About False Positives: Patching Deployed Malware Detectors


Oct 22, 2020
Edward Raff, Bobby Filar, James Holt

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* to appear in IEEE International Conference on Data Mining Workshop (ICDM) on Deep Learning for Cyber Threat Intelligence (DL-CTI) 

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