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cs.AI2024
When Explanations Compete: Policy-Aware Selection Under Uncertainty
Helena Löfström, Tuwe Löfström, Johan Hallberg Szabadvary
Uncertainty-aware explanation methods often produce several alternatives for the same prediction. Selecting among them requires a policy for balancing prediction confidence, uncert…
stat.ML2024★ 1 cited
Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online
Johan Hallberg Szabadváry
The aim of this paper is to propose an adaptation of the well known adaptive conformal inference (ACI) algorithm to achieve finite-sample coverage guarantees in multi-step ahead ti…