'Model extraction' diaporamas de présentation

Stealing Machine Learning Models via Prediction APIs

Stealing Machine Learning Models via Prediction APIs. ??? 016033910001. ?? Contents. Introduction. Background. 1. 2. 3. 4. 5. Model Extraction Attacks. Extraction with Confidence Values. Online Model Extraction Attacks. ?? Contents. Extraction Given Class Labels Only. 6. 7.

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Logic Model Checking

Logic Model Checking. Lecture Notes 18:18 Caltech CS 118 January-March 2006 Course Text: The Spin Model Checker: Primer and Reference Manual Addison-Wesley 2003, ISBN 0-321-22862-6, 608 pgs. model extraction... scaling model checking. details: Automating Software Feature Verification

510 views • 32 slides

Zing: A Systematic State Explorer for Concurrent Software

Zing: A Systematic State Explorer for Concurrent Software. Tony Andrews Shaz Qadeer Sriram K. Rajamani Jakob Rehof Microsoft Research Presentation modified by Andres Lips. Model Checking. Finding bugs by systematically exploring all possible states of a model

489 views • 29 slides

Stealing Machine Learning Models via Prediction APIs

188 views • 17 slides

Wrap-up

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Design vs Runtime Models Palladio Days 2013, New York 2013-11-29

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Results Classification - Comparison with existing approaches on benchmark datasets

C linical. E ngineering. Royal Liverpool University Hospital. Decrease complexity. Increase fit to the data. Archive. Initialise Population Randomly. Apply Genetic Operators. Output Archive. Fitness Evaluation. Selection. Do It Again ?.

93 views • 1 slides