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If the separation is doubled to 2r, by what factor does the electrostatic force change?

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Descriptive versus Regulatory Uncertainty in Bounded Predictive Systems

cs.LG · 2026-05-17 · unverdicted · novelty 5.0

Transformers are confined to descriptive uncertainty, with token entropy remaining constant across tasks despite large accuracy differences, implying that regulatory uncertainty requires thermodynamic coupling between error and energy cost.

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  • Descriptive versus Regulatory Uncertainty in Bounded Predictive Systems cs.LG · 2026-05-17 · unverdicted · none · ref 11

    Transformers are confined to descriptive uncertainty, with token entropy remaining constant across tasks despite large accuracy differences, implying that regulatory uncertainty requires thermodynamic coupling between error and energy cost.