View source for Salesforce, Inc. (20250077878). TRANSFORMER-BASED ADVERSARIAL ACTIVE LEARNING SYSTEM

=TRANSFORMER-BASED ADVERSARIAL ACTIVE LEARNING SYSTEM=


==Organization Name==

[[:Category:Salesforce, Inc.|Salesforce, Inc.]]


[[Category:Salesforce, Inc.]]

==Inventor(s)==

[[:Category:Xiaolin Pang of San Francisco CA (US)|Xiaolin Pang of San Francisco CA (US)]][[Category:Xiaolin Pang of San Francisco CA (US)]]

[[:Category:Kexin Xie of San Francisco CA (US)|Kexin Xie of San Francisco CA (US)]][[Category:Kexin Xie of San Francisco CA (US)]]

[[:Category:Max Fleming of San Francisco CA (US)|Max Fleming of San Francisco CA (US)]][[Category:Max Fleming of San Francisco CA (US)]]

[[:Category:Chen Xu of San Francisco CA (US)|Chen Xu of San Francisco CA (US)]][[Category:Chen Xu of San Francisco CA (US)]]

[[:Category:Yuxi Zhang of San Francisco CA (US)|Yuxi Zhang of San Francisco CA (US)]][[Category:Yuxi Zhang of San Francisco CA (US)]]

==TRANSFORMER-BASED ADVERSARIAL ACTIVE LEARNING SYSTEM==


This abstract first appeared for US patent application 20250077878 titled 'TRANSFORMER-BASED ADVERSARIAL ACTIVE LEARNING SYSTEM

==Original Abstract Submitted==

system and method for transformer-based adversarial active learning system. a machine learning system includes a generator, a transformer encoder, a classifier, and a discriminator all working in combination to generate and select unlabeled data points for labeling. the system utilizes a generative adversarial network paired with an active learning framework to optimize text embedding and feature encoding according to distribution of training data.



[[Category:G06N3/091]]
[[Category:G06N3/0895]]
[[Category:G06N3/094]]
[[Category:CPC_G06N3/091]]