PAC-learning in the presence of evasion adversaries.
Daniel CullinaArjun Nitin BhagojiPrateek MittalPublished in: CoRR (2018)
Keyphrases
- pac learning
- classification noise
- uniform distribution
- computational learning theory
- learning theory
- sample size
- sample complexity
- concept classes
- learning problems
- pac learnability
- vc dimension
- target concept
- decision lists
- membership queries
- mistake bound
- agnostic learning
- machine learning
- contractual obligations
- memory based learning
- statistical queries
- small number
- optimal solution