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Priya Donti

2 accepted papers

2019

SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver

ICML 2019oral

Integrating logical reasoning within deep learning architectures has been a major goal of modern AI systems. In this paper, we propose a new direction toward this goal by introducing a differentiable (smoothed) maximum satisfiability (MAXSAT) solver that can be integrated into the loop of larger dee…

2017

Task-based End-to-end Model Learning in Stochastic Optimization

NeurIPS 2017poster

With the increasing popularity of machine learning techniques, it has become common to see prediction algorithms operating within some larger process. However, the criteria by which we train these algorithms often differ from the ultimate criteria on which we evaluate them. This paper proposes an en…