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20242026
most citedOnline Optimization Algorithms in Repeated Price Competition: Equilibrium Learning and Algorithmic Collusion

1 citations · 1 across the 1 of their papers we have counts for

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6 papers

cs.GT20261 cited

Online Optimization Algorithms in Repeated Price Competition: Equilibrium Learning and Algorithmic Collusion

Martin Bichler, Julius Durmann, Matthias Oberlechner

This paper investigates whether online learning algorithms in pricing produce competitive outcomes or tacit collusion. This issue has drawn considerable attention from competition…

cs.GT2025

Agentic Markets: Game Dynamics and Equilibrium in Markets with Learning Agents

Martin Bichler, Julius Durmann, Matthias Oberlechner

Autonomous and learning agents increasingly participate in markets - setting prices, placing bids, ordering inventory. Such agents are not just aiming to optimize in an uncertain e…

cs.GT2025

Algorithmic Pricing and Algorithmic Collusion

Martin Bichler, Julius Durmann, Matthias Oberlechner

The rise of algorithmic pricing in online retail platforms has attracted significant interest in how autonomous software agents interact under competition. This article explores th…

cs.GT2025

Characterizing the Convergence of Game Dynamics via Potentialness

Martin Bichler, Davide Legacci, Panayotis Mertikopoulos +2

Understanding the convergence landscape of multi-agent learning is a fundamental problem of great practical relevance in many applications of artificial intelligence and machine le…

cs.GT2024

On the Convergence of Learning Algorithms in Bayesian Auction Games

Martin Bichler, Stephan B. Lunowa, Matthias Oberlechner +2

Equilibrium problems in Bayesian auction games can be described as systems of differential equations. Depending on the model assumptions, these equations might be such that we do n…

cs.GT2024

Revenue in First- and Second-Price Display Advertising Auctions: Understanding Markets with Learning Agents

Martin Bichler, Alok Gupta, Matthias Oberlechner

The transition of display ad exchanges from second-price auctions (SPA) to first-price auctions (FPA) has raised questions about its impact on revenue. Auction theory predicts the…