A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks

arXiv:2405.08015v1 Announce Type: new
Abstract: Human being and different species of animals having the skills to gather, transferring knowledge, processing, fine-tune and generating information throughout their lifetime. The ability of learning throughout their lifespan is referred as continuous learning which is using neurocognition mechanism. Consequently, in real world computational system of incremental learning autonomous agents also needs such continuous learning mechanism which provide retrieval of information and long-term memory consolidation. However, the main challenge in artificial intelligence is that the …

abstract animals arxiv catastrophic forgetting computational continuous cs.ai cs.lg fine-tune gather human incremental information knowledge methodology networks neural networks processing skills species study type world