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cs.LG2025
Generative or Discriminative? Revisiting Text Classification in the Era of Transformers
Siva Rajesh Kasa, Karan Gupta, Sumegh Roychowdhury +7
The comparison between discriminative and generative classifiers has intrigued researchers since Efron's seminal analysis of logistic regression versus discriminant analysis. While…
cs.LG2020
FROCC: Fast Random projection-based One-Class Classification
Arindam Bhattacharya, Sumanth Varambally, Amitabha Bagchi +1
We present Fast Random projection-based One-Class Classification (FROCC), an extremely efficient method for one-class classification. Our method is based on a simple idea of transf…