Recently, it has been shown that Machine Learning models can leak sensitive information about their training data. This leakage is exposed through membership and attribute inference attacks. Although many attack strategies have proposed, little effort made to formalize these problems. We present a novel formalism, generalizing setups previously studied in the literature connecting them memoriza...

Daniel C Cattran, MD, FRCPC (Work Group Co-Chair), is a graduate of the University of Toronto Medical School and completed his postgraduate training both in Toronto, Canada and Sydney, Australia. He is currently a Professor of Medicine at the University of Toronto and a senior scientist at the Toronto General Research Institute. His administrative roles have included Chairman of the Royal Colle...

Adeera Levin, MD, FRCPC (Work Group Co-Chair), is Professor of Medicine, Division Head of Nephrology at the University of British Columbia, and Consultant Nephrologist at Providence Health Care/St Paul’s Hospital, in Vancouver Canada. Dr Levin is the Executive Director of the BC Renal Agency, which oversees the care, planning, and budgets for kidney services in the province of British Columbia....

Should a seller release public information before, or indeed during, an auction? The posing and answering of this question by Milgrom and Weber (1982a) (MWa) provides one of the cornerstones of present day auction theory and the result that disclosure is good for revenue has even become part of folk wisdom in some policy areas. In context of their general symmetric a¢ liated model. Milgrom and ...

When using electronic services, people are often asked to provide personal information. This raises many privacy issues. To gain the trust of the user, service providers can use privacy policy languages such as P3P to declare the purpose and usage of this personal information. User agents can compare these policies to privacy preferences of a user and warn the user if his privacy is threatened....

Gavin J Becker, MD, FRACP (Work Group Co-Chair), is Professor and Director of Nephrology at the Royal Melbourne Hospital and Clinical Director of Renal and Endocrinology Services at Melbourne Health. He maintains an active role in numerous professional societies including serving as a current member of the International Society of Nephrology (ISN) Executive Committee, Cochrane Renal Collaborati...