crossrefMachine Learning and Knowledge Extraction2026-04-06Cited by 2
Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach
Pavlo Radiuk, Oleksander Barmak, Leonid Bedratyuk, Iurii Krak
Deep learning systems deployed in regulated settings require explanations that are accurate and stable under nuisance transformations, yet classical post hoc transition matrices rely on fidelity-only fitting that fails to guarantee consistent explanations under spatial rotations…