Loan services play a pivotal role in the financial sector by connecting suppliers and demanders of capital, thereby enhancing the efficiency of the financial system. Traditional financial institutions, particularly banks, predominantly offer two main types of loan services: credit loans and secured loans. Credit loans are provided based on the borrower's creditworthiness and ability to repay, whereas secured loans involve using certain assets (e.g., real estate) as collateral to execute ...