Artificial Intelligence, Deep Learning, Machine Learning, Mathematics, Gpt 4.
efficiency. Figure 2 Inefficient Inference: Transformers exhibit suboptimal efficiency during inference due to their inherent O(N) complexity per step and memory-bound key-value caching. This inefficiency complicates their real-world deployment, particularly for long sequences. Growing GPU Demands: