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Daria Stepanova

2 accepted papers

2022

Large-Neighbourhood Search for Optimisation in Answer-Set Solving

AAAI 2022technical

While Answer-Set Programming (ASP) is a prominent approach to declarative problem solving, optimisation problems can still be a challenge for it. Large-Neighbourhood Search (LNS) is a metaheuristic for optimisation where parts of a solution are alternately destroyed and reconstructed that has high b…

2020

Differentiable learning of numerical rules in knowledge graphs

ICLR 2020poster

Rules over a knowledge graph (KG) capture interpretable patterns in data and can be used for KG cleaning and completion. Inspired by the TensorLog differentiable logic framework, which compiles rule inference into a sequence of differentiable operations, recently a method called Neural LP has been p…

Cited by 51SourceScholar