Sample Complexity of an Adversarial Attack on UCB-based Best-arm Identification Policy.
Varsha PendyalaPublished in: CoRR (2022)
Keyphrases
- sample complexity
- theoretical analysis
- upper bound
- special case
- learning problems
- pac learning
- vc dimension
- generalization error
- supervised learning
- learning algorithm
- lower bound
- active learning
- optimal policy
- pac learnability
- sample complexity bounds
- concept classes
- multi agent
- sample size
- training examples
- bandit problems
- data sets
- learning tasks
- learning experience
- small number
- support vector machine
- irrelevant features
- covering numbers
- feature selection