From Specification to Architecture: A Theory Compiler for Knowledge-Guided Machine Learning

Asela Hevapathige, Yu Xia, Sachith Seneviratne +1

Theory-guided machine learning has demonstrated that including authentic domain knowledge directly into model design improves performance, sample efficiency and out-of-distribution…