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Praneeth Netrapalli

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titleconferencedate
No quantum speedup over gradient descent for non-smooth convex optimizationITCS 20212021-01-06
Proves that quantum algorithms give no asymptotic advantage for non‑smooth 1‑Lipschitz convex optimization in high dimension by showing a matching 1/epsilon^2…
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Smoothed Analysis of Low Rank Solutions to Semidefinite Programs via Burer Monteiro FactorizationRandomized Numerical Linear Algebra and Applications 20182018-09-24
Paper analyzes Burer–Monteiro factorization on the penalized SDP and proves a smoothed‑analysis guarantee: after adding a Gaussian perturbation G to C, every…
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