papers
Publications (2)
physics.optics2025
Physics-guided hierarchical neural networks for Maxwell's equations in plasmonic metamaterials
Sean Lynch, Jacob LaMountain, Bo Fan +5
While machine learning (ML) has found multiple applications in photonics, traditional "black box" ML models typically require prohibitively large training data sets. Generation of…
cs.CL2025
Where did you get that? Towards Summarization Attribution for Analysts
Violet B, John M. Conroy, Sean Lynch +4
Analysts require attribution, as nothing can be reported without knowing the source of the information. In this paper, we will focus on automatic methods for attribution, linking e…