2 papers
cs.AI2026
Controllable GNN Explanations via Multi-Metric Preference Selection
Rachit Verma, Yashraj J. Deshmukh, Anirban Dasgupta
Mechanisms for generating GNN explanations are crucial for building trust and mitigating biases in Graph Neural Networks (GNNs), especially in high-stakes scenarios. Most current m…
cs.LG2026
SiST-GNN: Simultaneous Spatial-Temporal Message Passing for Dynamic Graph Representation Learning
Shubhajit Roy, Anirban Dasgupta
Dynamic graph neural networks (DGNNs) that operate on snapshot sequences typically fall into one of two categories. \emph{Temporal-first} approaches build per-node temporal embeddi…