Before revision: We introduce the notion of rough local stochastic volatility models , extending the classical concept to the case where volatility is driven by some Volterra process.
After revision: We introduce a new deep-learning based algorithm to evaluate options in affine rough stochastic volatility models , extending the classical concept to the case where volatility is driven by some Volterra process.