🎩 Top 5 Security and AI Reads - Week #6
AGI is not the north star, LLM cyber evals missing the point, code training data vulnerabilities, GNN defence certification, and LLM package hallucinations.
Welcome to the sixth installment of the Stats and Bytes Top 5 Security and AI Reads weekly newsletter. We're kicking off with a thought-provoking paper challenging the AI community's fixation on AGI as a research goal. Next, we'll examine critical findings on how current LLM security evaluations may be missing real-world attack scenarios. We'll then dive into an analysis of vulnerabilities and licensing issues lurking in LLM training datasets, followed by a novel approach to certifying Graph Neural Networks against adversarial attacks. Finally, we'll wrap up with fascinating research on LLM package hallucinations, revealing how frequently models conjure non-existent code dependencies and what this means for autonomous coding agents.
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