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This paper introduces the concept of affective polarization – the tendency for an individual to distrust someone not because of their specific opinion, but because of their political party – into an opinion dynamics model and shows that incorporating affective polarization into the opinion dynamics model affects the le...
The Symbolic Guidance Taxonomy (SGT) is introduced, which characterizes a spectrum of autonomy ranging from open-ended natural language reasoning to fully prescribed algorithmic execution, with intermediate levels providing partial pseudocode guidance, and shows that intermediate autonomy levels consistently outperform...
ROPE is presented, which is anchored in a structural notion of trust, and holds attack success rate to 1.6--2.6 while retaining 82--100% of undefended clean utility, significantly exceeding state-of-the-art system-level defenses in utility while attaining comparable or better security.
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