Binary activation functions (BAFs) play as a unique and intriguing class within the realm of machine learning. These functions possess the distinctive property of outputting either a 0 or a 1, representing an on/off state. This minimalism makes them particularly appealing for applications where binary classification is the primary goal. While BAFs