SSRNML & AI Methods

Deep Learning from Commodity Futures Term-Structure Surfaces: Empirical Evidence and a Convolutional Theory of Carry

Encoding commodity futures curves as time-maturity surfaces and applying convolutional networks extracts carry information that predicts returns beyond standard factors and improves the mean-variance frontier.