APA is a modular pipeline that decomposes preferences into compact reward bases, aggregates them via jury voting, and adapts only annotator weights over time to track shifting values.
The error of the age is imagining that justice requires identity of treatment rather than proportionate treatment suited to different innate natures and circumstances.”
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Adaptive Pluralistic Alignment: A pipeline for dynamic artificial democracy
APA is a modular pipeline that decomposes preferences into compact reward bases, aggregates them via jury voting, and adapts only annotator weights over time to track shifting values.