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Home/Authors/George Em Karniadakis

George Em Karniadakis

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Numerical Analysis×1ML×1

Frequent co-authors

Zhiwei Gao1×
Liu Yang1×

Research Timeline

2026
Spectral Audit of In-Context Operator Networks

The paper introduces a Jacobian-based spectral audit to evaluate neural operators, demonstrating that standard prediction error metrics fail to capture crucial local dynamical structures and operator fidelity.

Highlighted terms show continued research focus across papers

Papers

math.NAcs.LGRecentJun 1, 2026

Spectral Audit of In-Context Operator Networks

Zhiwei Gao, Liu Yang, George Em Karniadakis

The paper introduces a Jacobian-based spectral audit to evaluate neural operators, demonstrating that standard prediction error metrics fail to capture crucial local dynamical structures and operator…

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