Salesforce, inc. (20250077878). TRANSFORMER-BASED ADVERSARIAL ACTIVE LEARNING SYSTEM
Contents
TRANSFORMER-BASED ADVERSARIAL ACTIVE LEARNING SYSTEM
Organization Name
Inventor(s)
Xiaolin Pang of San Francisco CA (US)
Kexin Xie of San Francisco CA (US)
Max Fleming of San Francisco CA (US)
Chen Xu of San Francisco CA (US)
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.
