Author

S. Zohren

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#machine learning Preprint Sep 2026

Taming the Greeks: Option Portfolios with Inductive Biases

We present an end-to-end deep learning framework for systematic options trading that directly embeds hedging behavior through explicit control of portfolio-level risk exposures. While neural networks trained to optimize risk-adjusted performance have been shown to outperform traditional rules-based strategies, such app...

Wee-Ling Tan, Stephen J. Roberts, Stefan Zohren · 0 citations

Jul 2026

Stacking the Deck: Tunable Trainability in Stacked LCUs

Variational quantum circuits have been central to many proposed near-term applications of quantum computing, but a growing body of evidence suggests that trainability and quantum advantage are fundamentally at odds: ans\"atze expressive enough to resist efficient classical simulation tend to exhibit barren plateaus, wh...

Nikhil Khatri, S. Zohren, G. Matos · arXiv.org · 0 citations