""" Thesis-specific implementation of the PHANTOM pricing defense framework. This module implements the mathematical models from the thesis: - ContaminatedArrivalModel: Mixture demand Q(p) = (1-α)d_H + αd_A (Eq 3) - HybridExecutionModel: Divergent H/A behavior with separability (Section 2.1) - RobustStackelbergObjective: Maximin objective with COI penalty (Eq 23) - COIMetrics: Cost of Information tracking (Definition 1) The platform configuration creates a research environment that directly maps to the thesis mathematical framework for DR-RL experiments. """ from .arrivals import ContaminatedArrivalModel, ContaminatedArrivalConfig from .execution import HybridExecutionModel, HybridExecutionConfig from .objectives import RobustStackelbergObjective, COIObjective from .platform import make_thesis_platform, ThesisConfig from .metrics import COIMetrics, compute_coi, compute_separability __all__ = [ 'ContaminatedArrivalModel', 'ContaminatedArrivalConfig', 'HybridExecutionModel', 'HybridExecutionConfig', 'RobustStackelbergObjective', 'COIObjective', 'make_thesis_platform', 'ThesisConfig', 'COIMetrics', 'compute_coi', 'compute_separability', ]