GPU-based attacks leverage the parallel processing power of Graphics Processing Units (GPUs) to accelerate the computation of cryptographic operations, making it feasible to perform brute force attacks or hash cracking at a much faster rate than traditional CPU-based methods. This poses a significant security risk, especially for systems relying on weak passwords or outdated cryptographic algorithms, as attackers can efficiently exploit these weaknesses using readily available GPU hardware.