A data-driven zeroth-order algorithm converges to Stackelberg equilibrium tariffs in demand-side management by online estimation of user responses from actions, using fewer interactions than prior methods.
Dempe,Foundations of bilevel programming
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A vanishing Tikhonov term induces unique equilibrium selection in Stackelberg games with non-unique lower-level equilibria, enabling convergence via a follower-agnostic zeroth-order iterative method.
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Learning-Based Stackelberg Equilibrium Seeking with Application to Demand-Side Energy Management
A data-driven zeroth-order algorithm converges to Stackelberg equilibrium tariffs in demand-side management by online estimation of user responses from actions, using fewer interactions than prior methods.
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Induced Stackelberg Equilibrium Seeking via Iterative Tikhonov Regularization
A vanishing Tikhonov term induces unique equilibrium selection in Stackelberg games with non-unique lower-level equilibria, enabling convergence via a follower-agnostic zeroth-order iterative method.