Quantile Risk Control: A Flexible Framework for Bounding the Probability of High-Loss Predictions.
Jake SnellThomas P. ZolloZhun DengToniann PitassiRichard S. ZemelPublished in: ICLR (2023)
Keyphrases
- control system
- central limit theorem
- expected loss
- control method
- probability distribution
- upper bound
- control strategy
- high precision
- risk measures
- artificial intelligence
- wide range
- collaborative filtering
- conditional probabilities
- database
- risk management
- optimal control
- objective function
- confidence intervals
- high risk
- risk analysis
- probability estimates
- machine learning