Presenter:

Vijayaraghavan Murali, Rice University HOME PUBS [SLIDES]

Readings:

Primary reading: Murali et al [4], Secondary reading: Murali et al [3], Verma et al [2], Balog et al [1]

References:

[1]   Matej Balog, Alexander L. Gaunt, Marc Brockschmidt, Sebastian Nowozin, and Daniel Tarlow. Deepcoder: Learning to write programs. In International Conference on Learning Representations, 2017.

[2]   Programmatically Interpretable Reinforcement Learning. Abhinav verma and vijayaraghavan murali and rishabh singh and pushmeet kohli and swarat chaudhuri. In Proceedings of the 35th International Conference on Machine Learning, 2018.

[3]   Vijayaraghavan Murali, Swarat Chaudhuri, and Chris Jermaine. Bayesian specification learning for finding api usage errors. In Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering, pages 151--162, 2017.

[4]   Vijayaraghavan Murali, Letao Qi, Swarat Chaudhuri, and Chris Jermaine. Neural sketch learning for conditional program generation. In International Conference on Learning Representations, 2018.