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Explaining graph neural networks via structure-aware interaction index
The Shapley value is a prominent tool for interpreting black-box machine learning models
thanks to its strong theoretical foundation. However, for models with structured inputs, such …
thanks to its strong theoretical foundation. However, for models with structured inputs, such …
The Expected Shapley value on a class of probabilistic games
We study a class of probabilistic cooperative games which can be treated as an extension of
the classical cooperative games with transferable utilities. The coalitions have an …
the classical cooperative games with transferable utilities. The coalitions have an …
[PDF][PDF] The Network Banzhaf Value for Deterministic and Variable Network Situations
In network games, each possible network formation within a specified set of players is
assigned a level of collectively generated wealth. A variable network game merges the …
assigned a level of collectively generated wealth. A variable network game merges the …
[PDF][PDF] The Network Banzhaf Value
We investigate a new allocation rule for network situations, the network Banzhaf value
based on the Banzhaf value for cooperative games. We axiomatize it in three distinct ways …
based on the Banzhaf value for cooperative games. We axiomatize it in three distinct ways …