Question

why the potential difference across the resistor decreases with time during charging

Answer 1

By the loop rule, the potential difference across the resistor, and the current in the circuit, decreases as time goes by. Because the current (the rate of flow of charge) decreases, the rate at which the potential difference across the capacitor rises also decreases, slowing the rate at which the current decreases.