Mendelian randomization (MR) has become a popular approach to study the effect of modifiable exposure on an outcome by using genetic variants as instrumental variables. A challenge in MR is that each variant explains relatively small proportion variance and there are many such variants, setting known weak instruments. To this end, we provide theoretical characterization statistical properties t...