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Sam Staton

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#machine learning Mar 2026

Likelihood hacking in probabilistic program synthesis

This work formalises LH in a core probabilistic programming language (PPL) and gives sufficient syntactic conditions for its prevention, proving that a safe language fragment satisfying these conditions cannot produce likelihood-hacking programs.

Jacek Karwowski, Y. Kaddar, Zihuiwen Ye et al. · 2 citations