Abstract

Welcome to the fourth ACM SIGPLAN workshop on Machine Learning and Programming Languages (MAPL), co-located with PLDI 2020. The focus of MAPL is to advance interdisciplinary research across the fields of machine learning (ML) and programming languages (PL). The workshop was born of the belief that although significant advances have been made in both ML and PL, there are many open research problems that are likely to be best solved using a combination of the two. These include the development of machine learning to support novel programming systems that are better able to capture programmer’s intentions, invent new algorithms, and potentially help with the autonomous generation and optimization of software programs. It also includes the use of programming systems technologies to improve machine learning infrastructure and to support learning with stronger guarantees.

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