Jad Zakharia

2 accepted papers

2026

Set-Preserving Calibration from Conformal P-Values to E-Values

Nabil Alami, Jad Zakharia, Souhaib Ben Taieb

ICML 2026poster

Standard conformal prediction (CP) procedures are typically formulated in terms of $p$-values, but reliance on $p$-values alone limits flexibility, for example, when combining dependent evidence across models or data splits. Recent work has explored $e$-value formulations for conformal inference, ye…

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2026

Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets

Nabil Alami, Jad Zakharia, Souhaib Ben Taieb

AAAI 2026technical

Access to multiple predictive models trained for the same task, whether in regression or classification, is increasingly common in many applications. Aggregating their predictive uncertainties to produce reliable and efficient uncertainty quantification is therefore a critical but still underexplore

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