Deep Learning Statistical Arbitrage

Jorge Guijarro-Ordonez, Markus Pelger, Greg Zanotti · 2026 · Management Science
AdvancedLFTEmpiricalFree to read
Builds residual portfolios, extracts mean-reversion signals with a CNN-transformer and optimises allocation end to end.

At a glance

Level
Advanced: Stochastic control, point processes, heavy econometrics or deep learning
Horizon
LFT
Data needed
Daily bars Set what data you have
Themes
Stat arbMachine learning
Assets
Equities
Market
US

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