The "INCREASE Housing Affordability Act" introduces a tax credit for converting commercial buildings into residential properties, aiming to boost housing supply. The bill offers a base credit of 15% of conversion costs, with potential bonus credits for affordable housing and paying prevailing wages. It also establishes an advisory board to support state and local agencies in identifying conversion opportunities and streamlining the conversion process.