Abstract: We establish that a broad class of effective learning rules—those that improve a scalar performance measure over a given time window—can be expressed as natural gradient descent with respect ...

Abstract: Open-world Semi-Supervised Learning aims to classify unlabeled samples utilizing information from labeled data, while unlabeled samples are not only from the labeled known categories but ...