Robust Few-shot Learning Without Using any Adversarial Samples

Gaurav Kumar Nayak, Ruchit Rawal, Inder Khatri +1

The high cost of acquiring and annotating samples has made the `few-shot' learning problem of prime importance. Existing works mainly focus on improving performance on clean data a…