Search Results for author: Alex Shypula

Found 2 papers, 1 papers with code

Explain-then-Translate: An Analysis on Improving Program Translation with Self-generated Explanations

1 code implementation13 Nov 2023 Zilu Tang, Mayank Agarwal, Alex Shypula, Bailin Wang, Derry Wijaya, Jie Chen, Yoon Kim

This work explores the use of self-generated natural language explanations as an intermediate step for code-to-code translation with language models.

Code Translation Translation

Learning to Superoptimize Real-world Programs

no code implementations28 Sep 2021 Alex Shypula, Pengcheng Yin, Jeremy Lacomis, Claire Le Goues, Edward Schwartz, Graham Neubig

We also report that SILO's rate of superoptimization on our test set is over five times that of a standard policy gradient approach and a model pre-trained on compiler optimization demonstration.

Compiler Optimization Imitation Learning

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