Lock-free algorithms are a class of concurrent algorithms that ensure at least one thread is making progress at any time, without the need for locks, thus avoiding common pitfalls like deadlocks and priority inversion. They are crucial in high-performance computing environments where minimizing latency and maximizing throughput are essential, as they allow multiple threads to operate on shared data without blocking each other.