Garbage collector algorithms are crucial in automatic memory management, ensuring that dynamically allocated memory that is no longer in use is efficiently reclaimed to prevent memory leaks and optimize application performance. These algorithms vary in complexity and efficiency, from basic reference counting to advanced generational and concurrent collection methods, each with trade-offs in terms of speed, memory overhead, and pause times.