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

ROBERT A. BRIDGES, SEAN OESCH, MICHAEL D. IANNACONE, KELLY M. T. HUFFER, BRIAN JEWELL, JEFF A. NICHOLS, and BRIAN WEBER, Oak Ridge National Laboratory, USA MIKI E. VERMA, Stanford University, USA DANIEL SCOFIELD and CRAIG MILES, Amazon Inc., USA THOMAS PLUMMER and MARK DANIELL, Lockheed Martin, USA ANNE M. TALL,MITRE Corporation, USA JUSTIN M. BEAVER, Lirio LLC, USA JARED M. SMITH, Security Scorecard, USA