Search Results for author: Viatcheslav Gurev

Found 2 papers, 2 papers with code

Novel and flexible parameter estimation methods for data-consistent inversion in mechanistic modeling

1 code implementation17 Sep 2020 Timothy Rumbell, Jaimit Parikh, James Kozloski, Viatcheslav Gurev

In addition, to overcome limitations of SIP, we reformulate SIP based on constrained optimization and present a novel GAN to solve the constrained optimization problem.

Bayesian Inference

Beyond Backprop: Online Alternating Minimization with Auxiliary Variables

1 code implementation24 Jun 2018 Anna Choromanska, Benjamin Cowen, Sadhana Kumaravel, Ronny Luss, Mattia Rigotti, Irina Rish, Brian Kingsbury, Paolo DiAchille, Viatcheslav Gurev, Ravi Tejwani, Djallel Bouneffouf

Despite significant recent advances in deep neural networks, training them remains a challenge due to the highly non-convex nature of the objective function.

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