Murari Mandal

Distill to Delete: Unlearning in Graph Networks with Knowledge Distillation

2023 · arXiv (Cornell University)

Graph unlearning has emerged as a pivotal method to delete information from a pre-trained graph neural network (GNN). One may delete nodes, a class of nodes, edges, or a class of edges. An unlearning method …

Distill to Delete: Unlearning in Graph Networks With Knowledge Distillation

2025 · IEEE Transactions on Neural Networks and Learning Systems

Graph unlearning has emerged as a pivotal method to delete information from an already trained graph neural network (GNN). One may delete nodes, a class of nodes, edges, or a class of edges. An unlearning …