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They are needed to lower the power delivery system's impedance. At high frequencies power supplies present a non negligible series impedance mainly due to the inductance of the power nets. Take a look at the "Rail collapse in Power Integrity" section of the following article that can help you understand the idea : https://www.cohenelec.com/considering-capacitor-parasitics/