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Emory University, University of California , Los Angeles
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Biosignal world models fail to meet intervention use requirements due to fundamental physiological bottlenecks, necessitating a paradigm shift beyond mere prediction.
Current AI alignment strategies that compress human values into a single reward are doomed to flatten values, erase minority viewpoints, and ignore uncertainty, demanding a shift towards "Edge Alignment" that respects value diversity.