20 citations · 20 across the 7 of their papers we have counts for
3 papers · 1 filter
Towards Metric-Faithful Neural Graph Matching
Jyotirmaya Shivottam, Subhankar Mishra
Graph Edit Distance (GED) is a fundamental, albeit NP-hard, metric for structural graph similarity. Recent neural graph matching architectures approximate GED by first encoding gra…
Graph Reconstruction from Differentially Private GNN Explanations
Rishi Raj Sahoo, Jyotirmaya Shivottam, Subhankar Mishra
Regulatory frameworks such as GDPR increasingly require that ML predictions be accompanied by post-hoc explanations, even when raw data and trained models cannot be released. Diffe…
GRAFT: Auditing Graph Neural Networks via Global Feature Attribution
Rishi Raj Sahoo, Subhankar Mishra
Graph Neural Networks (GNNs) achieve strong performance on node classification tasks but remain difficult to interpret, particularly with respect to which input features drive thei…