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linux-logs

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This study introduces SynthLogAI, a framework for generating synthetic Linux logs using generative AI models (GPT-3.5, GPT-2, CTGAN, LSTM) to address challenges of data scarcity, privacy, and secure testing. The synthetic logs are evaluated for fidelity, utility, and privacy by benchmarking against real LTTng-collected kernel logs.

  • Updated Jul 19, 2025
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