This can also be confirmed that when τ = 30, the MSE of past volatility method is as small as 0.231, which is even better than tf-idf bagof-words model and is only slightly worse than MDRM.
the benefit of using complex deep model for long-term volatility prediction is smaller than for short-term volatility prediction.