chore: rename to distinguishability

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2026-03-15 22:09:02 +01:00
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13 changed files with 53 additions and 53 deletions

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@@ -12,9 +12,9 @@ Now we very explicitly mention what we contribute in this paper:
\item Formalization of non-human transaction orchestration in e-commerce as a distinct source of contamination in dynamic pricing systems.
\item Definition of the Cost of Information (COI) as a mechanism-level quantity for pricing power, together with a theorem showing its erosion under increasing agent saturation.
\item Design and implementation of a controlled e-commerce research platform, built on a hybrid Kappa-Lambda architecture, for collecting and replaying high-fidelity interaction trajectories.
\item Construction and empirical validation of a behavioral separability framework that distinguishes human and agent sessions from interaction signals alone using transition kernels and KL-based divergence.
\item Construction and empirical validation of a behavioral distinguishability framework that distinguishes human and agent sessions from interaction signals alone using transition kernels and KL-based divergence.
\item Development of a generative contamination mechanism that injects learned agent behavior into the pricing environment for controlled robustness experiments.
\item Translation of behavioral separability into a defensive pricing mechanism through a distributionally robust reinforcement learning formulation of pricing under non-stationary contamination.
\item Translation of behavioral distinguishability into a defensive pricing mechanism through a distributionally robust reinforcement learning formulation of pricing under non-stationary contamination.
\item Empirical evidence that agent contamination reduces revenue and that robustness is condition-dependent, requiring explicit calibration rather than a one-size-fits-all penalty.
\item Release of a reusable public experimental artifact for reproducing and extending research on dynamic pricing under agent-mediated traffic.
\end{itemize}