Showing stat.MLShow all
2 papers · 1 filter
stat.ML2025
Uncertainty-aware Efficient Subgraph Isomorphism using Graph Topology
Arpan Kusari, Wenbo Sun
Subgraph isomorphism, also known as subgraph matching, is typically regarded as an NP-complete problem. This complexity is further compounded in practical applications where edge w…
stat.ML2024
Uncertainty-Aware Out-of-Distribution Detection with Gaussian Processes
Yang Chen, Chih-Li Sung, Arpan Kusari +2
Deep neural networks (DNNs) are often constructed under the closed-world assumption, which may fail to generalize to the out-of-distribution (OOD) data. This leads to DNNs producin…