In the second part of this talk we will focus on the  joint work with Umezaki.We prove a conjecture of Kato-Saito on a twist formula for the epsilon factor of a constructible \'etale sheaf on a projective smooth variety over a finite field.  In our proof, Beilinson and Saito's theory plays an essential role.