Nivar Anwer

Certificates for Complex-Compatible Learned Cochain Laplacians

Learning mesh-based operators from data can match training objectives while implicitly violating algebraic consistency constraints that classical discretizations satisfy by construction. Such violations can introduce near-kernel directions, degrade conditioning as resolution increases, and distort t…