Continual learning benefits from multiple sleep mechanisms: NREM, REM, and Synaptic Downscaling

no code implementations • 9 Sep 2022 • Brian S. Robinson, Clare W. Lau, Alexander New, Shane M. Nichols, Erik C. Johnson, Michael Wolmetz, William G. Coon

While some catastrophic forgetting persisted over the course of network training, higher levels of synaptic downscaling lead to better retention of early tasks and further facilitated the recovery of early task accuracy during subsequent training.

Continual Learning Image Classification

Evaluating semantic models with word-sentence relatedness

no code implementations • 23 Mar 2016 • Kimberly Glasgow, Matthew Roos, Amy Haufler, Mark Chevillet, Michael Wolmetz

Semantic textual similarity (STS) systems are designed to encode and evaluate the semantic similarity between words, phrases, sentences, and documents.

Implicatures Semantic Similarity +3