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Stochastic automatic differentiation: automatic differentiation for Monte-Carlo simulations

3 Pith papers cite this work. Polarity classification is still indexing.

3 Pith papers citing it

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2026 1 2024 2

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UNVERDICTED 3

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Multivariate Rough Volatility

q-fin.ST · 2024-12-18 · unverdicted · novelty 6.0

Extends rough fractional stochastic volatility to a multivariate fOU model with GMM estimation, simulation validation, and empirical analysis of realized volatility series showing correlations and spillover effects.

Robust financial calibration: a Bayesian approach for neural SDEs

q-fin.CP · 2024-09-10 · unverdicted · novelty 6.0

Bayesian neural SDE calibration produces posterior mixtures that deliver robust bounds on implied volatility by jointly using historical and option data, learning the historical-to-risk-neutral measure change, and sampling via Langevin dynamics.

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