3 papers
cs.LG2026
TRACE: Theoretical Risk Attribution under Covariate-shift Effects
Hosein Anjidani, S. Yahya S. R. Tehrani, Mohammad Mahdi Mojahedian +1
When a source-trained model is replaced by a model trained on shifted data, its performance on the source domain can change unpredictably. To address this, we study…
cs.IT2026
A Class of Subadditive Information Measures and their Applications
Hamidreza Abin, Mahdi Zinati, Amin Gohari +2
We introduce a two-parameter family of discrepancy measures, termed \emph{-divergences}, obtained by applying a non-decreasing function to an -divergence . Build…
cs.LG2025
A New Approach to Backtracking Counterfactual Explanations: A Unified Causal Framework for Efficient Model Interpretability
Pouria Fatemi, Ehsan Sharifian, Mohammad Hossein Yassaee
Counterfactual explanations enhance interpretability by identifying alternative inputs that produce different outputs, offering localized insights into model decisions. However, tr…