Statistical-Query Lower Bounds via Functional Gradients.
Surbhi GoelAravind GollakotaAdam R. KlivansPublished in: NeurIPS (2020)
Keyphrases
- lower bound
- statistical queries
- concept class
- upper bound
- noise tolerant
- lower and upper bounds
- objective function
- concept classes
- vc dimension
- optimal solution
- worst case
- uniform distribution
- learning theory
- np hard
- upper and lower bounds
- target function
- pac model
- sample complexity
- membership queries
- knowledge base
- pac learning
- domain knowledge
- dnf formulas