New Algorithms for Learning in Presence of Errors

@inproceedings{Arora2011NewAF,
  title={New Algorithms for Learning in Presence of Errors},
  author={Sanjeev Arora and Rong Ge},
  booktitle={ICALP},
  year={2011}
}
We give new algorithms for a variety of randomly-generated instances of computational problems using a linearization technique that reduces to solving a system of linear equations. These algorithms are derived in the context of learning with structured noise, a notion introduced in this paper. This notion is best illustrated with the learning parities with noise (LPN) problem —well-studied in learning theory and cryptography. In the standard version, we have access to an oracle that, each time… CONTINUE READING
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