Saman Halgamuge

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

2023 · arXiv (Cornell University)

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 this problem rely on storing exemplars (previously encountered data), …