Model Inversion Attacks that Exploit Confidence …

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countermeasures, investigating a privacy-aware decision tree training algorithm that is a simple variant of CART learn-ing, as well as revealing only rounded con dence values. The lesson that emerges is that one can avoid these kinds of MI attacks with negligible degradation to utility. 1. INTRODUCTION

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