Neural networks regress oversized subspaces for parametric problems using subspace-specific losses, with theory and experiments showing improved accuracy and smoother mappings.
Dy- namics on the double morse potential: a paradigm for roaming reactions with no saddle points.Regular and Chaotic Dynamics, 23(1):60–79, 2018
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Deep Learning for Subspace Regression
Neural networks regress oversized subspaces for parametric problems using subspace-specific losses, with theory and experiments showing improved accuracy and smoother mappings.