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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Shan Shen

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2 papers indexed here

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Preprint Nov 2026

Topology as a Design Variable: Joint Architecture-Sizing Optimization for SRAM

SRAM's power-performance-area-stability trade-off depends on bitcell topology, a discrete architectural choice that interacts non-separably with continuous transistor sizing. However, no open-source SRAM tool treats topology as an optimizable variable. OpenRAM generates SRAM layouts but performs no optimization, while...

Can Wang, Jun-Hao Ma, Yi-Kai Wang et al. · 0 citations
#machine learning Preprint Oct 2026

HGRP: Heterogeneous Graph Neural Network for Routability Prediction

HGRP models the cells, nets, and routing grids as distinct types of nodes and explicitly represents topological connectivity, spatial mapping, and grid adjacency, thereby constructing a heterogeneous graph representation that preserves multi-level circuit semantics.

Yu-Le Sheng, Yue Yuan, Shan Shen et al. · 0 citations

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