The cryptocurrency market, as an emerging financial market, has experienced rapid growth in recent years. However, compared to traditional financial markets, the liquidity issue in the crypto space has always been a concern for investors, exchanges, and projects. Liquidity, as a core factor in market health and stability, directly affects the tradability of assets, price stability, and the overall trading experience for investors. With the large-scale adoption of crypto assets and the gradual...