Negative binary numbers are typically represented using two's complement notation, which simplifies arithmetic operations and allows for a straightforward representation of both positive and negative integers. In this system, the leftmost bit is the sign bit, with '0' indicating a positive number and '1' indicating a negative number, and the negative value is derived by inverting all bits and adding one to the result.