Author

Wenbo Sun

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#machine learning Preprint Aug 2026

Unlearning on Spatio-Temporal Graphs through Subgraph Virtual Edge Reconstruction

CallosumNet is a spatio-temporal graph unlearning framework biologically inspired by the corpus callosum structure that reconstructs subgraphs using biologically-inspired virtual edges and restores interlinked spatio-temporal dependencies among subgraphs via a lightweight meta-graph integration layer.

Qi-Ming Guo, Wenbo Sun, Chen Pan et al. · 1 citation

#machine learning Preprint Aug 2026

Spatial Entropy based Partitioning for Spatiotemporal Graph Unlearning

IsleNet is proposed, which uses spatial-entropy-guided partitioning to create balanced, locally coherent subgraphs and reconnects them with lightweight virtual edges and ensures exact removal with low cost of ST-graph unlearning.

Qi-Ming Guo, Wenbo Sun, Ye Wang et al. · 1 citation