A New Approach to Adaptive Data Analysis and Learning via Maximal Leakage

Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa

There is an increasing concern that most current published research findings are false. The main cause seems to lie in the fundamental disconnection between theory and practice in…