English(EN) ShIOEnv: A Command Evaluation Environment for Grammar-Constrained Synthesis and Execution Behavior Modeling

新的ShIOEnv环境有助于语法约束的Shell命令合成

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-23 04:00

研究人员开发了ShIOEnv，一个与Gymnasium兼容的新Bash环境，旨在生成带有执行注释的Shell输入轨迹。该环境对于训练模型模拟Shell执行而不实际运行命令至关重要，可用于网络欺骗蜜罐。ShIOEnv合成Shell输入，在受控系统中执行它们，并记录详细的执行伪影，通过包含完整的执行数据改进了像NL2CMD这样的现有数据集。该系统还采用语法约束合成来生成语法有效且不可简化的输入，从而获得更有效的训练数据。 AI

影响能够更准确地训练用于无执行Shell模拟的模型，可能改进网络安全工具和蜜罐。

排序理由该集群描述了一篇新的研究论文，其中详细介绍了一个用于合成和建模Shell命令执行的新颖环境。[lever_c_demoted from research: ic=1 ai=1.0]

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本文如何被排名

Signal score: 4 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Tool; 该集群描述了一篇新的研究论文，其中详细介绍了一个用于合成和建模Shell命令执行的新颖环境。[lever_c_demoted from research: ic=1 ai=1.0]
Source corroboration: Single-source cluster; Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics: paper, other; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
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报道来源 [1]

arXiv cs.CL TIER_1 English(EN) · Jarrod Ragsdale, Rajendra Boppana · 2026-10-23 04:00

ShIOEnv: A Command Evaluation Environment for Grammar-Constrained Synthesis and Execution Behavior Modeling

arXiv:2505.18374v3 Announce Type: replace Abstract: We introduce ShIOEnv, a Gymnasium-compatible Bash environment for synthesizing execution-annotated shell input traces. Datasets containing such traces are useful for training models to perform execution-free shell simulation, wh…

本文如何被排名

报道来源 [1]

ShIOEnv: A Command Evaluation Environment for Grammar-Constrained Synthesis and Execution Behavior Modeling

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