no code implementations • 27 Aug 2022 • Ethan Pickering, Themistoklis P. Sapsis
This ensures that key information is never wasted in testing or validation.
no code implementations • 5 Apr 2022 • Ethan Pickering, Stephen Guth, George Em Karniadakis, Themistoklis P. Sapsis
This model-agnostic framework pairs a BED scheme that actively selects data for quantifying extreme events with an ensemble of DNOs that approximate infinite-dimensional nonlinear operators.
no code implementations • 9 Mar 2022 • Ethan Pickering, Themistoklis P. Sapsis
We propose two bounded comparison metrics that may be implemented to arbitrary dimensions in regression tasks.