SoC Design Automation with ML - It's Time for Research

Vijay Deep Bhatt, Wolfgang Ecker, Volkan Esen, Han Zhao, Daniela Sánchez Lopera, Rituj Patel, Lorenzo Servadei, Sahil Singla, Sven Wenzek, Vijaydeep Yadav, Elena Zennaro · 2020

The AI-hype started a few years ago, with advances in object recognition. Soon the EDA research community made proposals on applying AI in EDA and all major players announced new AI-based tools at DAC 2018. Unfortunately, few new AI-based EDA-tools made it to productive use today. This talk analyses general challenges of AI in EDA, outlines promising use cases, and motivates more AI research in EDA: More HI (=Human Intelligence) is needed to make AI successful in EDA.

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