STE is a differentiable method to compute continuous analogues of the Top Cycle and Uncovered Set from pairwise comparison data for stable set-valued evaluation of cyclic agent interactions.
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Biprofile deviation logic proves soundness and completeness of H_bp for Dev(N) frames and introduces typed manipulation witnesses, boundary-row theorem, and factor-closure criterion for auditing report changes.
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Soft Tournament Equilibrium
STE is a differentiable method to compute continuous analogues of the Top Cycle and Uncovered Set from pairwise comparison data for stable set-valued evaluation of cyclic agent interactions.
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Biprofile Deviation Logic: Report-Replacement Frames and Audit Witnesses
Biprofile deviation logic proves soundness and completeness of H_bp for Dev(N) frames and introduces typed manipulation witnesses, boundary-row theorem, and factor-closure criterion for auditing report changes.