51 citations · 348 across the 61 of their papers we have counts for
3 papers · 1 filter
A Learning-Based Approach to Reactive Security
Adam Barth, Benjamin I. P. Rubinstein, Mukund Sundararajan +3
Despite the conventional wisdom that proactive security is superior to reactive security, we show that reactive security can be competitive with proactive security as long as the r…
Learning in a Large Function Space: Privacy-Preserving Mechanisms for SVM Learning
Benjamin I. P. Rubinstein, Peter L. Bartlett, Ling Huang +1
Several recent studies in privacy-preserving learning have considered the trade-off between utility or risk and the level of differential privacy guaranteed by mechanisms for stati…
A Geometric Approach to Sample Compression
Benjamin I. P. Rubinstein, J. Hyam Rubinstein
The Sample Compression Conjecture of Littlestone & Warmuth has remained unsolved for over two decades. This paper presents a systematic geometric investigation of the compression o…