AUG 17, 2026 · PREPRINT
Policy Optimization and Statistical Inference for Online Contextual Matrix Games
arXiv
This is a theoretical computer science preprint proposing a novel algorithmic framework with mathematical guarantees but no clinical, patient, or validated real-world outcome evidence; it demonstrates proof-of-concept in simulation and one unvalidated pricing application.
Reported
Regret boundsublinear
Policy value estimator consistency√T-consistent