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Neeraj Solanki, Hong Ding, Sepehr Tabrizchi, Ali Shafiee Sarvestani, and Arman Roohi are with the Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago IL, USA. E-mail: aroohi@uic.edu.S. Angizi is with the Department of Electrical and Computer Engineering, New Jersey Institute of Technology (NJIT), Newark, NJ, USA e-mail: (shaahin.angizi@njit.edu).D. Z. Pan is with the Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX 78712, USA. E-mail: dpan@mail.utexas.edu.This work is supported in part by the National Science Foundation (NSF) under grant numbers 2504839, 2448133, 2303116, and 2447566
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Forget scaling compute – the future of AI hinges on a 1000x leap in energy efficiency via tight AI+Hardware co-design over the next decade.