activity
20192026
most citedModel-based gym environments for limit order book trading

2 citations · 2 across the 5 of their papers we have counts for

collaborators

13 papers

q-fin.MF2026

Competition between DEXs through Dynamic Fees

Leonardo Baggiani, Martin Herdegen, Leandro Sanchez-Betancourt

We find an approximate Nash equilibrium in a game between decentralized exchanges (DEXs) that compete for order flow by setting dynamic trading fees. We characterize the equilibriu…

math.OC2026

Solving Linear-Quadratic Stochastic Control Problems with Signatures

Alif Aqsha, Peter Bank, Leandro Sánchez-Betancourt

We study a signature-driven numerical scheme to solve multi-dimensional linear-quadratic (LQ) stochastic control problems. Using that linear signature functionals are dense in the…

q-fin.TR2026

Trading in CEXs and DEXs with Priority Fees and Stochastic Delays

Philippe Bergault, Yadh Hafsi, Leandro Sánchez-Betancourt

We develop a mixed control framework that combines absolutely continuous controls with impulse interventions subject to stochastic execution delays. The model extends current impul…

q-fin.TR2025

Optimal Exit Time for Liquidity Providers in Automated Market Makers

Philippe Bergault, Sébastien Bieber, Leandro Sánchez-Betancourt

We study the problem of optimal liquidity withdrawal for a representative liquidity provider (LP) in an automated market maker (AMM). LPs earn fees from trading activity but are ex…

cs.LG2025

Martingale Posterior Neural Networks for Fast Sequential Decision Making

Gerardo Duran-Martin, Leandro Sánchez-Betancourt, Álvaro Cartea +1

We introduce scalable algorithms for online learning of neural network parameters and Bayesian sequential decision making. Unlike classical Bayesian neural networks, which induce p…

q-fin.TR2025

Equilibrium Reward for Liquidity Providers in Automated Market Makers

Alif Aqsha, Philippe Bergault, Leandro Sánchez-Betancourt

We find the equilibrium contract that an automated market maker (AMM) offers to their strategic liquidity providers (LPs) in order to maximize the order flow that gets processed by…