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Michael Celentano

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titleconferencedate
The Estimation Error of General First Order MethodsRigorous Evidence for Information-Computation Trade-offs2021-09-13
Claims a concrete lower bound: for fixed T and n,p →∞ any general first‑order method (matrix multiplies + coordinatewise nonlinearities) reduces any…
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Correlation Adjusted Debiasing (CAD): Debiasing the Lasso with Inaccurate Covariate ModelMeet the Fellows Welcome Event2021-09-08
Proposes a correlation-adjusted debiasing estimator that recovers a single coefficient beta consistently even when the covariate model gamma and outcome theta…
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