52 citations · 70 across the 18 of their papers we have counts for
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stat.ML2026
Warm-starting PDE solvers with any-dimensional machine learning
Wilson G. Gregory, George A. Kevrekidis, Ben Blum-Smith +1
Any-dimensional machine learning models, such as graph neural networks (GNNs), can be naturally trained and evaluated on inputs of different sizes and dimensions. Inspired by the G…
math.OC2026
When Rates Are Geometric: Rate-Certificate Transfer for Contact Splittings in Optimization
George A Kevrekidis
Discrete optimization algorithms are often analyzed through continuous-time limiting ODEs, but a convergence certificate for the ODE is not automatically one for the discrete algor…
math.DG2026
Local Universal Splitting Integrators for Contact Hamiltonian Systems
George A Kevrekidis
Contact Hamiltonian systems extend symplectic Hamiltonian mechanics to dissipative settings while retaining geometric structure. We develop a structure-preserving splitting framewo…