34 citations · 38 across the 4 of their papers we have counts for
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stat.ML2020★ 1 cited
Novel and flexible parameter estimation methods for data-consistent inversion in mechanistic modeling
Timothy Rumbell, Jaimit Parikh, James Kozloski +1
Predictions for physical systems often rely upon knowledge acquired from ensembles of entities, e.g., ensembles of cells in biological sciences. For qualitative and quantitative an…
stat.ML2018★ 34 cited
Beyond Backprop: Online Alternating Minimization with Auxiliary Variables
Anna Choromanska, Benjamin Cowen, Sadhana Kumaravel +8
Despite significant recent advances in deep neural networks, training them remains a challenge due to the highly non-convex nature of the objective function. State-of-the-art metho…