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Author

Samuel N. Cohen

2 papers indexed here

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Preprint Sep 2026

Liquidity Provision and Rebate Design in Option Markets

We provide a model for the nested optimisation problem of market making and rebate design problems in option markets and find optimal strategies. A single market maker trades multiple European call options in a local-stochastic volatility option market with both make and take strategies, modeled, respectively, as conti...

Samuel N. Cohen, Lyndon Drake, Zi-Han Guo et al. · 0 citations
#machine learning Preprint Mar 2026

Extending SSMs with the Exponentially Weighted Signature

We introduce the exponentially weighted signature (EWS), a continuous-time model that computes iterated integrals of a path, where each increment is weighted by the matrix exponential of a learnable generator over elapsed clock time. We prove that it solves a linear controlled differential equation, keeps the group-lik...

Alexandre Bloch, Benjamin Walker, Joel Mouterde et al. · 1 citation

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