OnExplainabilityofGraphNeuralNetworksviaSubgraphExplorationsHaoYuan1HaiyangYu1JieWang2KangLi3ShuiwangJi1Abstract2018;Wangetal.,2019),andgraphpooling(Yuan&Ji,2020;Gao&Ji,2019;Zhangetal.,2018).Howeve...
OnthepriceofExplainabilityforsomeclusteringproblemsEduardoLaber1LucasMurtinho1Abstractdecisiontreewith3leaves.Asanexample,theblueclustercanbeexplainedasthesetofpointsthatsatisfyFeatureThepriceofexp...
ImprovingMolecularGraphNeuralNetworkExplainabilitywithOrthonormalizationandInducedSparsityRyanHenderson1Djork-Arne´Clevert1FlorianeMontanari1AbstractHowever,theopaquenatureofartificialneuralnetwor...
GANMEX:One-vs-OneAttributionsusingGAN-basedModelExplainabilitySheng-MinShih1Pin-JuTienZoharKarnin1Abstractmachinelearningtaskswiththehelpofincreasingmodelcomplexities,whichatthesametimereducesmodel...