Logic Synthesis Meets Machine Learning: Trading Exactness for Generalization Shubham Raif,6,y, Walter Lau Neton,10,y, Yukio Miyasakao,1, Xinpei Zhanga,1, Mingfei Yua,1, Qingyang Yia,1, Masahiro Fujitaa,1, Guilherme B. Manskeb,2, Matheus F. Pontesb,2, Leomar S. da Rosa Juniorb,2, Marilton S. de Aguiarb,2, Paulo F. Butzene,2, Po-Chun Chienc,3, Yu-Shan Huangc,3, Hoa-Ren Wangc,3, Jie-Hong R. Jiangc,3, Jiaqi Gud,4, Zheng Zhaod,4, Zixuan Jiangd,4, David Z. Pand,4, Brunno A. de Abreue,5,9, Isac de Souza Camposm,5,9, Augusto Berndtm,5,9, Cristina Meinhardtm,5,9, Jonata T. Carvalhom,5,9, Mateus Grellertm,5,9, Sergio Bampie,5, Aditya Lohanaf,6, Akash Kumarf,6, Wei Zengj,7, Azadeh Davoodij,7, Rasit O. Topalogluk,7, Yuan Zhoul,8, Jordan Dotzell,8, Yichi Zhangl,8, Hanyu Wangl,8, Zhiru Zhangl,8, Valerio Tenacen,10, Pierre-Emmanuel Gaillardonn,10, Alan Mishchenkoo,y, and Satrajit Chatterjeep,y aUniversity of Tokyo, Japan, bUniversidade Federal de Pelotas, Brazil, cNational Taiwan University, Taiwan, dUniversity of Texas at Austin, USA, eUniversidade Federal do Rio Grande do Sul, Brazil, fTechnische Universitaet Dresden, Germany, jUniversity of Wisconsin–Madison, USA, kIBM, USA, lCornell University, USA, mUniversidade Federal de Santa Catarina, Brazil, nUniversity of Utah, USA, oUC Berkeley, USA, pGoogle AI, USA The alphabetic characters in the superscript represent the affiliations while the digits represent the team numbers yEqual contribution. Email:
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[email protected] Abstract—Logic synthesis is a fundamental step in hard- artificial intelligence.