Chip design with machine learning: a survey from algorithm perspective

W He, X Li, X Song, Y Hao, R Zhang, Z Du… - Science China …, 2023 - Springer
Chip design with machine learning (ML) has been widely explored to achieve better
designs, lower runtime costs, and no human-in-the-loop process. However, with tons of …

Optimistic tree searches for combinatorial black-box optimization

C Malherbe, A Grosnit, R Tutunov… - Advances in …, 2022 - proceedings.neurips.cc
The optimization of combinatorial black-box functions is pervasive in computer science and
engineering. However, the combinatorial explosion of the search space and lack of natural …

A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design

Z Wang, L Chen, J Wang, X Li, Y Bai, X Li… - ar** with Boolean Decomposition
AT Calvino, G De Micheli… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Ashenhurst-Curtis decomposition (ACD) is a decomposition technique used, in particular, to
map combinational logic into lookup tables (LUTs) structures when synthesizing hardware …