Beyond the Hype: An Evaluation of Commercially Available Machine Learning-based Malware Detectors.

Miki E. Verma https://orcid.org/0000-0001-7793-4942 https://www.wikidata.org/entity/Q131122293

Robert A. Bridges Sean Oesch Michael D. Iannacone Kelly M. T. Huffer Brian Jewell Jeffrey A. Nichols Brian Weber Miki E. Verma Daniel Scofield Craig Miles Thomas Plummer Mark Daniell Anne M. Tall Justin M. Beaver Jared M. Smith Beyond the Hype: An Evaluation of Commercially Available Machine Learning-based Malware Detectors. 27:1-27:22 2023 4 DTRAP 2 https://doi.org/10.1145/3567432 https://www.wikidata.org/entity/Q131122301 db/journals/dtrap/dtrap4.html#BridgesOIHJNWVS23

Robert A. Bridges Brian Weber Justin M. Beaver Jared M. Smith Miki E. Verma Savannah Norem Kevin D. Spakes Cory L. Watson Jeffrey A. Nichols Brian Jewell Michael D. Iannacone Chelsey Dunivan Stahl Kelly M. T. Huffer T. Sean Oesch AI ATAC 1: An Evaluation of Prominent Commercial Malware Detectors. 1620-1629 2023 IEEE Big Data https://doi.org/10.1109/BigData59044.2023.10386590 conf/bigdataconf/2023 db/conf/bigdataconf/bigdataconf2023.html#BridgesWBSVNSWNJISHO23

Robert A. Bridges Brian Weber Justin M. Beaver Jared M. Smith Miki E. Verma Savannah Norem Kevin D. Spakes Cory L. Watson Jeffrey A. Nichols Brian Jewell Michael D. Iannacone Chelsey Dunivan Stahl Kelly M. T. Huffer T. Sean Oesch AI ATAC 1: An Evaluation of Prominent Commercial Malware Detectors. 2023 abs/2308.14835 CoRR https://doi.org/10.48550/arXiv.2308.14835 db/journals/corr/corr2308.html#abs-2308-14835

Miki E. Verma Robert A. Bridges Jordan J. Sosnowski Samuel C. Hollifield Michael D. Iannacone CAN-D: A Modular Four-Step Pipeline for Comprehensively Decoding Controller Area Network Data. 9685-9700 2021 70 IEEE Trans. Veh. Technol. 10 https://doi.org/10.1109/TVT.2021.3092354 db/journals/tvt/tvt70.html#VermaBSHI21

Sean Oesch Robert A. Bridges Miki E. Verma Brian Weber Oumar Diallo D2U: Data Driven User Emulation for the Enhancement of Cyber Testing, Training, and Data Set Generation. 17-26 2021 CSET @ USENIX Security Symposium https://doi.org/10.1145/3474718.3475718 conf/uss/2021cset db/conf/uss/cset2021.html#OeschBVWD21

Deborah H. Blevins Pablo Moriano Robert A. Bridges Miki E. Verma Michael D. Iannacone Samuel C. Hollifield Time-Based CAN Intrusion Detection Benchmark. 2021 abs/2101.05781 CoRR https://arxiv.org/abs/2101.05781 db/journals/corr/corr2101.html#abs-2101-05781

Miki E. Verma Robert A. Bridges Jordan J. Sosnowski Samuel C. Hollifield Michael D. Iannacone CAN-D: A Modular Four-Step Pipeline for Comprehensively Decoding Controller Area Network Data. 2020 abs/2006.05993 CoRR https://arxiv.org/abs/2006.05993 db/journals/corr/corr2006.html#abs-2006-05993

Robert A. Bridges Sean Oesch Miki E. Verma Michael D. Iannacone Kelly M. T. Huffer Brian Jewell Jeffrey A. Nichols Brian Weber Justin M. Beaver Jared M. Smith Daniel Scofield Craig Miles Thomas Plummer Mark Daniell Anne M. Tall Beyond the Hype: A Real-World Evaluation of the Impact and Cost of Machine Learning-Based Malware Detection. 2020 abs/2012.09214 CoRR https://arxiv.org/abs/2012.09214 db/journals/corr/corr2012.html#abs-2012-09214

Miki E. Verma Michael D. Iannacone Robert A. Bridges Samuel C. Hollifield Bill Kay Frank L. Combs ROAD: The Real ORNL Automotive Dynamometer Controller Area Network Intrusion Detection Dataset (with a comprehensive CAN IDS dataset survey & guide). 2020 abs/2012.14600 CoRR https://arxiv.org/abs/2012.14600 db/journals/corr/corr2012.html#abs-2012-14600

Robert A. Bridges Anthony D. Gruber Christopher Felder Miki E. Verma Chelsey Hoff Active Manifolds: A non-linear analogue to Active Subspaces. 764-772 2019 ICML http://proceedings.mlr.press/v97/bridges19a.html conf/icml/2019 db/conf/icml/icml2019.html#BridgesGFVH19

Robert A. Bridges Anthony D. Gruber Christopher Felder Miki E. Verma Chelsey Hoff Active Manifolds: A non-linear analogue to Active Subspaces. 2019 abs/1904.13386 CoRR http://arxiv.org/abs/1904.13386 db/journals/corr/corr1904.html#abs-1904-13386

Miki E. Verma Robert A. Bridges Defining a Metric Space of Host Logs and Operational Use Cases. 5068-5077 2018 IEEE BigData https://doi.org/10.1109/BigData.2018.8622083 conf/bigdataconf/2018 db/conf/bigdataconf/bigdataconf2018.html#VermaB18

Miki E. Verma Robert A. Bridges Defining a Metric Space of Host Logs and Operational Use Cases. 2018 abs/1811.00591 CoRR http://arxiv.org/abs/1811.00591 db/journals/corr/corr1811.html#abs-1811-00591

Miki E. Verma Robert A. Bridges Samuel C. Hollifield ACTT: Automotive CAN Tokenization and Translation. 2018 abs/1811.07897 CoRR http://arxiv.org/abs/1811.07897 db/journals/corr/corr1811.html#abs-1811-07897

Justin M. Beaver Deborah H. Blevins Robert A. Bridges Frank L. Combs Mark Daniell Oumar Diallo Christopher Felder Anthony D. Gruber Chelsey Hoff Samuel C. Hollifield Kelly M. T. Huffer Michael D. Iannacone Brian Jewell Bill Kay Craig Miles Pablo Moriano Jeffrey A. Nichols Savannah Norem Sean OeschT. Sean Oesch Thomas Plummer Daniel Scofield Jared M. Smith Jordan J. Sosnowski Kevin D. Spakes Chelsey Dunivan Stahl Anne M. Tall Cory L. Watson Brian Weber