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Philipp Plank

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#machine learning Preprint Oct 2026

Reinforcement Learning with Hawkes-Structured Networks for Market Making

Market making under realistic order-flow dynamics is challenging due to the clustered, self-exciting nature of order arrivals, which are naturally modeled by non-Markovian Hawkes processes. We propose a model-free reinforcement learning (RL) framework for market making with general Hawkes order-flow dynamics. We first...

Fernando Acero, Philipp Plank, Yu-Fei Zhang · 0 citations

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