US 12,452,267 B1
Managing input data attack resistant inference models
Ofir Ezrielev, Beer Sheva (IL); Tomer Kushnir, Omer (IL); and Amihai Savir, Newton, MA (US)
Assigned to Dell Products L.P., Round Rock, TX (US)
Filed by Dell Products L.P., Round Rock, TX (US)
Filed on May 30, 2024, as Appl. No. 18/678,599.
Int. Cl. H04L 9/40 (2022.01); G06N 5/04 (2023.01)
CPC H04L 63/1416 (2013.01) [G06N 5/04 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A method for managing use of inference models, the method comprising:
identifying an occurrence of an inference model deployment event for a location;
based on the occurrence, making a determination regarding whether the location is trustworthy;
in a first instance of the determination in which the location is not trustworthy:
selecting, from a model repository, an input data attack resistant inference model;
initiating deployment of a prediction head portion of the input data attack resistant inference model to the location and a shared body portion to a second location that is trustworthy;
obtaining, at the location, an inference model result using the prediction head portion and the shared body portion; and
providing computer-implemented services based on the inference model result.