Continual zero-shot learning through semantically guided generative random walks

W Zhang, P Janson, K Yi… - Proceedings of the …, 2023 - openaccess.thecvf.com
Learning novel concepts, remembering previous knowledge, and adapting it to future tasks
occur simultaneously throughout a human's lifetime. To model such comprehensive abilities …

PAMK: Prototype Augmented Multi-Teacher Knowledge Transfer Network for Continual Zero-Shot Learning

J Lu, S Sun - IEEE Transactions on Image Processing, 2024 - ieeexplore.ieee.org
Continual zero-shot learning (CZSL) aims to develop a model that accumulates historical
knowledge to recognize unseen tasks, while eliminating catastrophic forgetting for seen …

Evolutionary Generalized Zero-Shot Learning

D Chen, H Zhang, Y Shen, Y Long, L Shao - arXiv preprint arXiv …, 2022 - arxiv.org
An open problem on the path to artificial intelligence is generalization from the known to the
unknown, which is instantiated as Generalized Zero-Shot Learning (GZSL) task. In this work …