APA is a modular pipeline that decomposes personalized rewards into a low-rank basis, aggregates outputs via jury voting, and adapts by refitting annotator weights on fixed bases to track value shifts.
Recent experiments to redefine it are unlikely to outlast the generation that authored them.”
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Adaptive Pluralistic Alignment: A pipeline for dynamic artificial democracy
APA is a modular pipeline that decomposes personalized rewards into a low-rank basis, aggregates outputs via jury voting, and adapts by refitting annotator weights on fixed bases to track value shifts.