SgGN, by removing GN-matrix singularities via the algebraic structure of shallow ReLU nets and alternating linear/nonlinear solves, outperforms Adam on LSNN discretizations of discontinuous advection-reaction problems.
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Structure-Guided Gauss-Newton Method: Linear Advection-Reaction Equation
SgGN, by removing GN-matrix singularities via the algebraic structure of shallow ReLU nets and alternating linear/nonlinear solves, outperforms Adam on LSNN discretizations of discontinuous advection-reaction problems.