Lagrangian Duality for Constrained Deep Learning
Ferdinando Fioretto, Pascal Van Hentenryck, Terrence W. K. Mak, Cuong Dinh Tran, Federico Baldo, Michele Lombardi
2021Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)44 citationsDOI
Topics & Concepts
Duality (order theory)Lagrangian relaxationComputer scienceStrong dualityLagrangianMathematical optimizationDuality gapConstraint (computer-aided design)Lagrange multiplierDeep learningOptimization problemArtificial intelligenceMathematicsApplied mathematicsAlgorithmDiscrete mathematicsGeometryConstraint Satisfaction and OptimizationReservoir Engineering and Simulation MethodsAdvanced Graph Neural Networks