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:
Sep. 22, 2026

Filed:

Jan. 27, 2025
Applicant:

Dell Products L.p., Round Rock, TX (US);

Inventors:

Zijia Wang, London, GB;

Mustafa Albado, Cork, IE;

Min Gong, Shanghai, CN;

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06F 40/30 (2020.01); G06N 3/0455 (2023.01); H04L 41/069 (2022.01);
U.S. Cl.
CPC ...
H04L 41/069 (2013.01); G06F 40/30 (2020.01); G06N 3/0455 (2023.01);
Abstract

Methods, system, and non-transitory processor-readable storage medium for a log anomaly detection system are provided herein. An example method includes receiving, by a log anomaly detection system, log event sequences from a source domain. The log anomaly detection system pretrains a model to learn common patterns and semantics from the source domain log sequences. The log anomaly detection system implements a Log-Attention Module to address information loss that occurs during log parsing. The log anomaly detection system performs adapter-based fine-tuning on the pretrained model using target domain log sequences. The log anomaly detection system detects anomalies in the target domain log sequences using the fine-tuned model.


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