Abdulaziz Al-Ali

Incremental Online Learning of Randomized Neural Network with Forward Regularization

2024 · arXiv (Cornell University)

Online learning of deep neural networks suffers from challenges such as hysteretic non-incremental updating, increasing memory usage, past retrospective retraining, and catastrophic forgetting. To alleviate these drawbacks and achieve progressive immediate decision-making, we propose a …