Before revision: We propose a framework for unbiased estimation of quadratic forms in the parameters of linear models with many regressors and unrestricted heteroscedasticity.
After revision: We propose leave-out estimators of quadratic forms in the parameters of linear models with many regressors and unrestricted heteroscedasticity.