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20222026
most citedLyapunov based Stochastic Stability of Human-Machine Interaction: A Quantum Decision System Approach

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math.OC2025

Malliavin Calculus with Weak Derivatives for Counterfactual Stochastic Optimization

Vikram Krishnamurthy, Luke Snow

We study counterfactual stochastic optimization of conditional loss functionals under misspecified and noisy gradient information. The difficulty is that when the conditioning even…