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Vincent Josua Hellendoorn

3 accepted papers

2022

Capturing Structural Locality in Non-parametric Language Models

ICLR 2022poster

Structural locality is a ubiquitous feature of real-world datasets, wherein data points are organized into local hierarchies. Some examples include topical clusters in text or project hierarchies in source code repositories. In this paper, we explore utilizing this structural locality within non-par…

Cited by 16SourcePDFScholar
2021

PLUR: A Unifying, Graph-Based View of Program Learning, Understanding, and Repair

NeurIPS 2021spotlight

Machine learning for understanding and editing source code has recently attracted significant interest, with many developments in new models, new code representations, and new tasks. This proliferation can appear disparate and disconnected, making each approach seemingly unique and incompatible, thu…