Invention Grant
- Patent Title: Providing the status of model extraction in the presence of colluding users
-
Application No.: US15984660Application Date: 2018-05-21
-
Publication No.: US11921861B2Publication Date: 2024-03-05
- Inventor: Manish Kesarwani , Vijay Arya , Sameep Mehta
- Applicant: International Business Machines Corporation
- Applicant Address: US NY Armonk
- Assignee: International Business Machines Corporation
- Current Assignee: International Business Machines Corporation
- Current Assignee Address: US NY Armonk
- Agency: Ryan, Mason & Lewis, LLP
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G06F16/245 ; G06F21/57 ; G06N3/042

Abstract:
Methods, systems, and computer program products for providing the status of model extraction in the presence of colluding users are provided herein. A computer-implemented method includes generating, for each of multiple users, a summary of user input to a machine learning model; comparing the generated summaries to boundaries of multiple feature classes within an input space of the machine learning model; computing correspondence metrics based at least in part on the comparisons; identifying, based at least in part on the computed metrics, one or more of the multiple users as candidates for extracting portions of the machine learning model in an adversarial manner; and generating and outputting an alert, based on the identified users, to an entity related to the machine learning model.
Public/Granted literature
- US20190354687A1 Providing the Status of Model Extraction in the Presence of Colluding Users Public/Granted day:2019-11-21
Information query