ml for code

Exploring Distributional Shifts in Large Language Models for Code Analysis
We systematically study the capacity of two large language models for code - CodeT5 and Codex - to generalize to out-of-domain data. In …
Shushan Arakelyan, Rocktim Jyoti Das, Yi Mao, Xiang Ren
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Exploring Distributional Shifts in Large Language Models for Code Analysis
NS3: Neuro-symbolic Semantic Code Search
Semantic code search is the task of retrieving a code snippet given a textual description of its functionality. Recent work has been …
Shushan Arakelyan, Anna Hakhverdyan, Miltiadis Allamanis, Luis Garcia, Christophe Hauser, Xiang Ren
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NS3: Neuro-symbolic Semantic Code Search
Bin2vec: learning representations of binary executable programs for security tasks
Tackling binary program analysis problems has traditionally implied manually defining rules and heuristics, a tedious and time …
Shushan Arakelyan, Sima Arasteh, Christophe Hauser, Erik Kline, Aram Galstyan
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Bin2vec: learning representations of binary executable programs for security tasks