No, you don't need to re-verify your identity with ICANN for each new domain purchase. ICANN's verification process is a one-time step to confirm your identity and domain ownership.
However, your domain registrar might have their own verification requirements for security or regulatory purposes. This could include identity verification or address confirmation, especially for commercial domains.