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Imitation Learning for PAM-4 Signal Integrity by hspark is a document available to read on EtoBox.
This paper introduces a novel method called imitation learning with Bayesian exploration (IL-BE) to optimize signal integrity (SI) for PAM-4 based high-speed serial links in PCIe 6.0. The proposed approach combines the strengths of Bayesian optimization and deep reinforcement learning to enhance training efficiency and reduce iterations for optimizing channel parameters. IL-BE demonstrates a significant improvement in training speed and performance compared to traditional methods, achieving state-of-the-art
- Author
- hspark
- Language
- EN