Programming by Feedback

@inproceedings{Schoenauer2014ProgrammingBF,
  title={Programming by Feedback},
  author={Marc Schoenauer and Riad Akrour and Mich{\`e}le Sebag and Jean-Christophe Souplet},
  booktitle={ICML},
  year={2014}
}
This paper advocates a new ML-based programming framework, called Programming by Feedback (PF), which involves a sequence of interactions between the active computer and the user. The latter only provides preference judgments on pairs of solutions supplied by the active computer. The active computer involves two components: the learning component estimates the user’s utility function and accounts for the user’s (possibly limited) competence; the optimization component explores the search space… CONTINUE READING

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