Una-May O’Reilly — accepted AI-conference papers

2025

LLM-Supported Natural Language to Bash Translation

Finnian Westenfelder, Erik Hemberg, Stephen Moskal, Una-May O’Reilly, Silviu Chiricescu

NAACL 2025long

The Bourne-Again Shell (Bash) command-line interface for Linux systems has complex syntax and requires extensive specialized knowledge. Using the natural language to Bash command (NL2SH) translation capabilities of large language models (LLMs) for command composition circumvents these issues. Howeve…

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2020

Min-Max Optimization without Gradients: Convergence and Applications to Black-Box Evasion and Poisoning Attacks

Sijia Liu, Songtao Lu, Xiangyi Chen, Yao Feng, Kaidi Xu, Abdullah Al-Dujaili +2

ICML 2020poster

In this paper, we study the problem of constrained min-max optimization in a black-box setting, where the desired optimizer cannot access the gradients of the objective function but may query its values. We present a principled optimization framework, integrating a zeroth-order (ZO) gradient estimat…

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