🏢 IIT Delhi
GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules
·2764 words·13 mins·
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AI Theory
Interpretability
🏢 IIT Delhi
GRAPHTRAIL unveils the first end-to-end global GNN explainer, translating black-box GNN predictions into easily interpretable boolean formulas over subgraph concepts, achieving significant improvement…
FUGAL: Feature-fortified Unrestricted Graph Alignment
·2409 words·12 mins·
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AI Theory
Optimization
🏢 IIT Delhi
FUGAL: a groundbreaking graph alignment method surpassing state-of-the-art accuracy without compromising efficiency by directly aligning adjacency matrices.