First-party fraud involves individuals providing false information about themselves for personal gain, such as using fake identities to obtain credit or financial services. Third-party fraud, on the other hand, occurs when a fraudster exploits a genuine account or steals another person's identity to commit fraud. Essentially, first-party fraud involves deceiving the provider directly, while third-party fraud involves exploiting the identity or accounts of others.