Core Concepts
Graph-based algorithms offer efficient and meaningful counterfactual explanations for image classifiers.
Stats
"In VG-DENSE experiments, the superior performance of supervised GCN is evident in edit numbers."
"Supervised GNNs necessitate training on ∼N 2/2=70K pairs, maintaining a quadratic relationship with input data."
Quotes
"Semantics are fundamentally essential to meaningful counterfactual explanations."
"Both high-level semantics as well as low-level features can be expressed in the same mathematical format."