187 citations · 2.2k across the 32 of their papers we have counts for
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cs.LG2021★ 21 cited
Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science
Charlotte Loh, Thomas Christensen, Rumen Dangovski +2
Deep learning techniques have been increasingly applied to the natural sciences, e.g., for property prediction and optimization or material discovery. A fundamental ingredient of s…
physics.optics2021★ 29 cited
Location and topology of the fundamental gap in photonic crystals
Thomas Christensen, Hoi Chun Po, John D. Joannopoulos +1
The fundamental, or first, band gap is of unmatched importance in the study of photonic crystals. Here, we address precisely where this gap can be opened in the band structure of t…