An operational framework certifies genuine non-commutativity in sequential metacognitive judgments by deriving testable constraints on correlations that classical latent-variable models cannot satisfy under stated assumptions.
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PAM, a complex-valued associative memory model, exhibits steeper power-law scaling in loss and perplexity than a matched real-valued baseline when trained on WikiText-103 from 5M to 100M parameters.
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Operational Noncommutativity in Sequential Metacognitive Judgments
An operational framework certifies genuine non-commutativity in sequential metacognitive judgments by deriving testable constraints on correlations that classical latent-variable models cannot satisfy under stated assumptions.
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Phase-Associative Memory: Sequence Modeling in Complex Hilbert Space
PAM, a complex-valued associative memory model, exhibits steeper power-law scaling in loss and perplexity than a matched real-valued baseline when trained on WikiText-103 from 5M to 100M parameters.