Agnostically Learning Single-Index Models using Omnipredictors.
Aravind GollakotaParikshit GopalanAdam R. KlivansKonstantinos StavropoulosPublished in: NeurIPS (2023)
Keyphrases
- prior knowledge
- learning algorithm
- supervised learning
- neural nets
- learning models
- learned models
- online learning
- learning systems
- learning process
- active learning
- probabilistic model
- parameter estimation
- reinforcement learning
- learning tasks
- learning problems
- structured prediction
- accurate models
- hidden variables
- concept learning
- data sets
- learning analytics
- computational models
- background knowledge
- learning experience
- index structure
- knowledge acquisition
- pairwise
- lower bound
- training data