Dispersion–revision coupling is operationalized : the degree to which an intervention that verifiably increases the dispersion of a collective’s outputs in embedding space is accompanied by genuine revision of the collective’s epistemic stance is accompanied by premise-preserving reformulation.
This work operationalizes dispersion-revision coupling and proposes CI with the Meta-Predictive Clarity System, which inserts a Re-Differentiation Protocol (RDP) when outputs over-converge, as a reusable method for estimating this coupling regime.
ForesightSafety-TIDE, a controlled evaluation framework that strictly pairs all-honest collaboration with controlled deception by a key evidence holder and analyzes the aggregation process through multi-stage voting, testimony adoption, and evidence-root lineage propagation, reveals both the fragility of distributed fa...
Chen Yan, Zeyang Yue, Fei-Fei Zhao et al.· 3 citations
A symbolic-probabilistic framework that unites symbolic epistemic structure with probabilistic belief dynamics and supports a convergence guarantee and provides a diagnostic interpretation of the remaining disagreement is proposed.
Adam Kostka, J. Chudziak· SKILLED-LLMs@FLoC· 0 citations
The Dependency-Aware Quorum Controller (DAQC) is designed to enforce structural cuts at runtime admission, evaluate its mechanics via analytical derivations and simulations, and provide a frozen 120-task external benchmark suite.
The paper concludes that the model’s value lies in identifying the tragedy of the cognitive commons, a credible negative externality, and sets out a research agenda for measuring effort elasticity and monitoring the commons.
Generative AI encodes the majority's way of knowing as the default infrastructure of knowledge itself as the default infrastructure of knowledge itself, and law must learn to govern at that level of model training.
Gilad Abiri, E. Towfigh· 0 citations
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