NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning

Tamasha Malepathirana, Damith Senanayake, Saman Halgamuge

Catastrophic forgetting; the loss of old knowledge upon acquiring new knowledge, is a pitfall faced by deep neural networks in real-world applications. Many prevailing solutions to…