The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Feb. 18, 2025

Filed:

Oct. 20, 2022
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Mudhakar Srivatsa, White Plains, NY (US);

Davis Wertheimer, White Plains, NY (US);

Franck Vinh Le, West Palm Beach, FL (US);

Utpal Mangla, Toronto, CA;

Satishkumar Sadagopan, Leawood, KS (US);

Mathews Thomas, Flower Mound, TX (US);

Dinesh C. Verma, New Castle, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); H04L 41/16 (2022.01); H04L 43/04 (2022.01);
U.S. Cl.
CPC ...
H04L 63/1425 (2013.01); H04L 41/16 (2013.01); H04L 43/04 (2013.01);
Abstract

Embodiments related to using a foundational model for network packet traces. A technique includes receiving network traffic of a network and extracting features from the network traffic, the features having a function related to communications in the network. The technique includes generating tokens from the features, each of the features corresponding to a respective one of the tokens, training a machine learning model by inputting the tokens, the machine learning model being trained to output contextual embeddings for the tokens, and using the contextual embeddings to determine an anomaly in the network traffic.


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