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Subhodeep Moitra

2 accepted papers

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…

2019

Distributional reinforcement learning with linear function approximation

AISTATS 2019poster

Despite many algorithmic advances, our theoretical understanding of practical distributional reinforcement learning methods remains limited. One exception is Rowland et al. (2018)’s analysis of the C51 algorithm in terms of the Cramer distance, but their results only apply to the tabular setting and…

Cited by 30SourcePDFScholar