  In this paper, we present a comprehensive survey of continuous stochastic
volatility models, discussing their historical development and the key stylized
facts that have driven the field. Special attention is dedicated to fractional
and rough methods: we outline the motivation behind them and characterize some
landmark models. In addition, we briefly touch the problem of VIX modeling and
recent advances in the SPX-VIX joint calibration puzzle.
