Search Results for author: Jacob Christopher

Found 2 papers, 0 papers with code

Analyzing and Enhancing the Backward-Pass Convergence of Unrolled Optimization

no code implementations28 Dec 2023 James Kotary, Jacob Christopher, My H Dinh, Ferdinando Fioretto

The integration of constrained optimization models as components in deep networks has led to promising advances on many specialized learning tasks.

Predict-Then-Optimize by Proxy: Learning Joint Models of Prediction and Optimization

no code implementations22 Nov 2023 James Kotary, Vincenzo Di Vito, Jacob Christopher, Pascal Van Hentenryck, Ferdinando Fioretto

This paper proposes an alternative method, in which optimal solutions are learned directly from the observable features by predictive models.

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