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Mian Haseeb Mushtaq

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#reinforcement learning Open access Sep 2026

AI-Driven Dynamic Pricing and Advertising in E-Commerce Competition: A Differential Game Analysis of Coordination Reversal and Welfare

The framework provides an analytical characterization of a mechanism that can generate the lower-price coordination outcome reported in recent computational research, clarifying conditions under which multidimensional coordination can be associated with consumer-beneficial rather than purely anticompetitive outcomes.

Mian Haseeb Mushtaq, Aiman Ejaz, Talha Zubair · 0 citations

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