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Lifelong program induction

Supervisor

Suitable for

MSc in Computer Science
Mathematics and Computer Science, Part C
Computer Science and Philosophy, Part C
Computer Science, Part C

Abstract

"The goal of program induction is to learn computer programs from input/output examples of a target program. This project will develop lifelong program induction techniques [1]. In this approach, rather than learn a single program in isolation, the goal is to learn many programs over time, allowing for solutions to be reused between tasks. The goal is to develop techniques to handle large amounts of background knowledge. This work is a mix of theory, implementation, and experimentation.

[1] D. Lin, E. Dechter, K. Ellis, J.B. Tenenbaum, and S.H. Muggleton. Bias reformulation for one-shot function induction. In Proceedings of the 23rd European Conference on Artificial Intelligence (ECAI 2014), pages 525-530, Amsterdam, 2014. IOS Press."

Prerequisites: familiarity with statistical machine learning and ideally logic programming