Survey of college students reveals privacy preferences depend on context and lived experiences, with rising private social media accounts and varying institutional trust linked to demographics and adverse events.
Mitchell, and Helen Nissenbaum
2 Pith papers cite this work. Polarity classification is still indexing.
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SELFCI uses complementary self-distillation with two reverse KL divergences to align LLMs to contextual integrity while preserving utility, outperforming RL baselines like GRPO in agentic settings.
citing papers explorer
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Taste for Privacy: How Context, Identity, and Lived-Experience Shape Information Sharing Preferences
Survey of college students reveals privacy preferences depend on context and lived experiences, with rising private social media accounts and varying institutional trust linked to demographics and adverse events.
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It Takes Two: Complementary Self-Distillation for Contextual Integrity in LLMs
SELFCI uses complementary self-distillation with two reverse KL divergences to align LLMs to contextual integrity while preserving utility, outperforming RL baselines like GRPO in agentic settings.