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2nd International Workshop on Machine Learning techniques for Programming Languages

Welcome to ML4PL, a workshop on machine learning techniques applied to programming language-related research and development. This workshop puts an emphasis on identifying open problem rather than presenting solution, and encourages discussion amongst the participants. Attendance will be limited to ensure that meeting retains an interactive character.

Accepted Talks


Call for Submissions

Over the last years, we have seen a rapid growth in the use of machine-learning technologies in programming languages and systems. This growth is driven by the need to design programming languages to analyze, detect patterns, and make sense of Big Data, along with the increasing complexity of programming language tools, including analyzers and compilers, and computer architectures. The scale of complexity in available unstructured data and system tools has reached a stage where simple heuristics and solutions are no longer feasible or do not deliver adequate performance. At the same time, statistical and machine learning techniques have become more mainstream.

This workshop is a broad forum to bring together researchers with interests in the intersection of programming languages and system tools with machine learning.

Topics of interest include (but are not limited to):

  • Program analysis + machine learning
  • Programming languages + machine learning
  • Compiler optimizations + machine learning
  • Computer architecture + machine learning
  • Probabilistic programming languages
  • Design space exploration

Submissions should take the form of talk abstract or 2-page problem statements. Materials of accepted talks will be published in ACM DL.

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Wed 18 Jul
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11:00 - 12:30: ML4PL - Session #1 at Bangkok
Chair(s): Hila PelegTechnion, Israel, Artem PelenitsynCzech Technical University in Prague
ML4PL-2018-papers11:00 - 12:00
Andreas ZellerSaarland University
ML4PL-2018-papers12:00 - 12:30
Hila PelegTechnion, Israel
14:00 - 15:30: ML4PL - Session #2 at Bangkok
Chair(s): Artem PelenitsynCzech Technical University in Prague
ML4PL-2018-papers14:00 - 14:30
Cristina CifuentesOracle Labs, Yang ZhaoOracle Labs, Xingzhong DuOracle Labs, Paddy Krishnan
ML4PL-2018-papers14:30 - 15:00
Nicolás CardozoUniversidad de los Andes, Ivana DusparicTrinity College Dublin, Ireland
ML4PL-2018-papers15:00 - 15:30
Timofey Bryksin, Victor PetukhovITMO University, Kirill SmirenkoSaint Petersburg State University, Nikita PovarovJetBrains
16:00 - 18:00: ML4PL - Session #3 at Bangkok
Chair(s): Hila PelegTechnion, Israel
ML4PL-2018-papers16:00 - 16:30
Jerry SwanUniversity of York, Colin JohnsonUniversity of Kent, Edwin BradyUniversity of St. Andrews, UK
ML4PL-2018-papers16:30 - 17:00
Artem PelenitsynCzech Technical University in Prague
ML4PL-2018-papers17:00 - 17:30