Search Results for author: Cedric Malherbe

Found 2 papers, 0 papers with code

BOiLS: Bayesian Optimisation for Logic Synthesis

no code implementations11 Nov 2021 Antoine Grosnit, Cedric Malherbe, Rasul Tutunov, Xingchen Wan, Jun Wang, Haitham Bou Ammar

Optimising the quality-of-results (QoR) of circuits during logic synthesis is a formidable challenge necessitating the exploration of exponentially sized search spaces.

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Robustness Analysis of Non-Convex Stochastic Gradient Descent using Biased Expectations

no code implementations NeurIPS 2020 Kevin Scaman, Cedric Malherbe

In the case of sub-Gaussian and centered noise, we prove that, with probability $1-\delta$, the number of iterations to reach a precision $\varepsilon$ for the squared gradient norm is $O(\varepsilon^{-2}\ln(1/\delta))$.

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