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.
Patent No.:
Date of Patent:
Jul. 21, 2026
Filed:
Feb. 01, 2021
Adobe Inc., San Jose, CA (US);
Saayan Mitra, San Jose, CA (US);
Xiang Chen, Palo Alto, CA (US);
Akangsha Sunil Bedmutha, San Mateo, CA (US);
Viswanathan Swaminathan, Saratogaa, CA (US);
Omar Rahman, San Jose, CA (US);
Camille Girabawe, Nashville, TN (US);
Adobe Inc., San Jose, CA (US);
Abstract
An improved electronic communication system schedules transmission of electronic communications based on a predicted open time and click time. The open and click times are predicted from a machine learning model that is trained to optimize for both tasks. Additionally, when training the machine learning model, the loss used for adjusting the system to achieve a desired accuracy may be a biased loss determined from a function that penalizes overpredicting the open time. As such, the loss value may be determined by different set of rules depending on whether the predicted time is greater than the actual time or not.