Exploring the Geometry and Topology of Neural Network Loss Landscapes
Horoi S, Huang J, Rieck B, Lajoie G, Wolf G, Krishnaswamy S. Exploring the Geometry and Topology of Neural Network Loss Landscapes. Lecture Notes In Computer Science 2022, 13205: 171-184. DOI: 10.1007/978-3-031-01333-1_14.Peer-Reviewed Original ResearchLoss landscapeNon-linear dimensionality reductionLandscape geometryGeneralization performanceLocal minimaDimensionality reduction techniquesLinear natureReduction techniquesDimensionality reductionGeometrySuch visualization methodsCaptures featuresJumpNetwork's abilityNeural networkTrajectoriesRecent workTopologyNetwork