Chiplet Placement Order Exploration Based on Learning to Rank with Graph Representation

arXiv:2404.04943v1 Announce Type: new
Abstract: Chiplet-based systems, integrating various silicon dies manufactured at different integrated circuit technology nodes on a carrier interposer, have garnered significant attention in recent years due to their cost-effectiveness and competitive performance. The widespread adoption of reinforcement learning as a sequential placement method has introduced a new challenge in determining the optimal placement order for each chiplet. The order in which chiplets are placed on the interposer influences the spatial resources available for earlier and later …

abstract adoption arxiv attention cost cs.ai cs.ar cs.lg exploration graph graph representation nodes performance placement reinforcement reinforcement learning representation silicon systems technology type