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