2 papers
cs.LG2026
Target-confidence Recourse Using tSeTlin machines: TRUST
K. Darshana Abeyrathna, Sara El Mekkaoui, Nils Enric Canut Taugbøl +1
Counterfactual explanations are widely used to provide algorithmic recourse in high-stakes decision-making systems. Most existing methods seek the smallest change to an input that…
cs.LG2024
The Probabilistic Tsetlin Machine: A Novel Approach to Uncertainty Quantification
K. Darshana Abeyrathna, Sara El Mekkaoui, Andreas Hafver +1
Tsetlin Machines (TMs) have emerged as a compelling alternative to conventional deep learning methods, offering notable advantages such as smaller memory footprint, faster inferenc…