On the Stepwise Nature of Self-Supervised Studying – The Berkeley Synthetic Intelligence Analysis Weblog
Determine 1: stepwise conduct in self-supervised studying. When coaching frequent SSL algorithms, we discover that the loss descends in a stepwise style (prime left) and the discovered embeddings iteratively improve in dimensionality (backside left). Direct visualization of embeddings (proper; prime three PCA instructions proven) confirms that embeddings are initially collapsed to some extent, which then […]


