Binary activation functions (BAFs) constitute as a unique and intriguing class within the realm of machine learning. These activations possess the distinctive characteristic of outputting either a 0 or a 1, representing an read more on/off state. This parsimony makes them particularly appealing for applications where binary classification is the pr