Search Results for author: Rajeev Jain

Found 2 papers, 2 papers with code

DE-HNN: An effective neural model for Circuit Netlist representation

2 code implementations30 Mar 2024 Zhishang Luo, Truong Son Hy, Puoya Tabaghi, Donghyeon Koh, Michael Defferrard, Elahe Rezaei, Ryan Carey, Rhett Davis, Rajeev Jain, Yusu Wang

Using the input and output data of the tools from past designs, one can attempt to build a machine learning model that predicts the outcome of a design in significantly shorter time than running the tool.

Graph Learning

Less is More: Hop-Wise Graph Attention for Scalable and Generalizable Learning on Circuits

1 code implementation2 Mar 2024 Chenhui Deng, Zichao Yue, Cunxi Yu, Gokce Sarar, Ryan Carey, Rajeev Jain, Zhiru Zhang

In this work we propose HOGA, a novel attention-based model for learning circuit representations in a scalable and generalizable manner.

Graph Attention

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