The Conference for Machine Learning Innovation

Threat modeling and security assessment for ML models

Session
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Join the ML Revolution!
Register until September 16:
✓Save up to $290
✓10% team discount
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Register until November 7th:
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✓10% Team Discount
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Join the ML Revolution!
Register until November 7th:
✓Save up to € 210
✓10% Team Discount
Register Now
Join the ML Revolution!
Register until March 5:
✓ML Intro Day for free
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✓10 % Team Discount
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Join the ML Revolution!
Register until March 5:
✓ML Intro Day for free
✓Save up to 500 €
✓10 % Team Discount
Register Now
Infos
Tuesday, June 28 2022
14:30 - 15:15
Room:
Kopernikus 3

Attacks on machine learning systems include a wide range of different approaches and go beyond the notorious adversarial examples. They can change the logic of the system (Adversarial examples and Adversarial Reprogramming, Resource exhaustion. They can be used to obtain data from AI systems (so-called Membership inference or Model Extraction attacks). Finally, attackers can inject data into systems ( such as Poisoning, Backdoor, and Trojan attacks). Unfortunately, a silver bullet has not been invented yet, but we will show you how to deal with the security assessment of ML algorithms, how to define a threat model, what metrics to choose, what approaches to protection can be applied and where, and how to achieve maximum protection with a reasonable investment of resources.

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Singapore Singapore .

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Berlin Berlin .

Take me to the full program of Zum vollständigen Programm von Munich Munich .

This Session Diese Session belongs to the gehört zum Programm von MunichMunich program. Take me to the current program of . Hier geht es zum aktuellen Programm von Singapore Singapore , Berlin Berlin or oder Munich Munich .

Behind the Tracks