2 papers
cs.LG2026
TASER: Task-Aware Stein Regularisation for Geometry-Driven Robustness
MichaÅ Kozyra, Gesine Reinert
Modern deep networks remain fragile under distribution shift and adversarial perturbations, often due to excessive or poorly structured input sensitivity. We introduce TASER (Task-…
cs.LG2026
TASTE: Task-Aware Out-of-Distribution Detection via Stein Operators
MichaÅ Kozyra, Gesine Reinert
Out-of-distribution detection methods are often either data-centric, detecting deviations from the training input distribution irrespective of their effect on a trained model, or m…