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10/19/2022
On Representing Mixed-Integer Linear Programs by Graph Neural Networks
While Mixed-integer linear programming (MILP) is NP-hard in general, pra...
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09/25/2022
On Representing Linear Programs by Graph Neural Networks
Learning to optimize is a rapidly growing area that aims to solve optimi...
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03/19/2019
Conservative Exploration for Semi-Bandits with Linear Generalization: A Product Selection Problem for Urban Warehouses
The recent rising popularity of ultra-fast delivery services on retail p...
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01/09/2019
The Lingering of Gradients: How to Reuse Gradients over Time
Classically, the time complexity of a first-order method is estimated by...
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10/11/2018