\begin{tabular}{llllll} \toprule Architecture & Family & Seminal reference & Innovations & Implementation & Multi-step \\ \midrule Constant, hist.\ 22/66/252, EWMA, RM2006 & baseline & \citet{jpmorgan1996riskmetrics,zumbach2009riskmetrics} & N / empirical & arch / ols & flat / analytic \\ ARCH(5) & classical & \citet{engle1982autoregressive} & N, $t$, GED, skt & arch & analytic \\ GARCH(1,1), (2,1), (1,2) & classical & \citet{bollerslev1986generalized} & N, $t$, GED, skt & arch & analytic \\ IGARCH(1,1) & classical & \citet{engle1986modelling} & N, $t$, GED, skt & custom & analytic \\ GARCH-M(1,1) & classical & \citet{engle1987estimating} & N, $t$, GED, skt & custom & analytic \\ GJR(1,1) & asymmetric & \citet{glosten1993relation} & N, $t$, GED, skt & arch & analytic ($\kappa$) \\ TGARCH(1,1) (Zakoïan) & asymmetric & \citet{zakoian1994threshold} & N, $t$, GED, skt & arch & simulation \\ EGARCH(1,1) & asymmetric & \citet{nelson1991conditional} & N, $t$, GED, skt & arch & simulation \\ NAGARCH(1,1) & asymmetric & \citet{engle1993measuring} & N, $t$, GED, skt & custom & analytic \\ QGARCH(1,1) & asymmetric & \citet{sentana1995quadratic} & N, $t$, GED, skt & custom & analytic \\ AVGARCH(1,1) & power & \citet{taylor2008modelling,schwert1989why} & N, $t$, GED, skt & arch & simulation \\ APARCH(1,1) & power & \citet{ding1993long} & N, $t$, GED, skt & arch & simulation \\ FIGARCH(1,$d$,1) & fractional & \citet{baillie1996fractionally} & N, $t$, GED, skt & arch & analytic \\ FIEGARCH, FIAPARCH, HYGARCH & fractional & \citet{bollerslev1996modeling,tse1998conditional,davidson2004moment} & --- & unsupported & --- \\ Component GARCH & component & \citet{engle1999long} & N, $t$, GED, skt & custom & analytic \\ MS-GARCH(2) & regime switching & \citet{haas2004new} & N, $t$ & custom & analytic (HMP) \\ ST-GARCH, GARCH-MIDAS & regime / component & \citet{gonzalezrivera1998smooth,engle2013stock} & --- & unsupported & --- \\ GAS-$t$(1,1) & score-driven & \citet{creal2013generalized} & $t$ & custom & analytic \\ Stochastic volatility & parameter-driven & \citet{kim1998stochastic} & --- & unsupported & --- \\ \midrule RV random walk, HAR, log-HAR & realized & \citet{corsi2009simple} & empirical & ols & direct \\ GARCH-X(1,1) & realized & \citet{engle2002new} & N, $t$ & custom & analytic \\ HEAVY(1,1) & realized & \citet{shephard2010realising} & N, $t$ & custom & analytic \\ Realized GARCH(1,1) & realized & \citet{hansen2012realized} & N, $t$ & custom & simulation \\ Realized EGARCH & realized & \citet{hansen2016exponential} & --- & unsupported & --- \\ \midrule Rolling cov., EWMA cov., CCC, DCC, aDCC, scalar BEKK & multivariate & \citet{bollerslev1990modelling,engle2002dynamic,cappiello2006asymmetric,engle1995multivariate} & N (QML) & custom & $h=1$ \\ \bottomrule \end{tabular}