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Self-timed Reinforcement Learning using Tsetlin Machine



Adrian Wheeldon , Alex Yakovlev , Rishad Shafik


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QoS-Aware Power Minimization of Distributed Many-Core Servers using Transfer Q-Learning



Dainius Jenkus , Fei Xia , Rishad Shafik , Alex Yakovlev

* Presented at DATE Friday Workshop on System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA 2021) (arXiv:2102.00818) 

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Low-Power Audio Keyword Spotting using Tsetlin Machines



Jie Lei , Tousif Rahman , Rishad Shafik , Adrian Wheeldon , Alex Yakovlev , Ole-Christoffer Granmo , Fahim Kawsar , Akhil Mathur

* Pre-print of original submission to Journal of Low Power Electronics and Applications, 2021 
* 20 pp 

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Low-Latency Asynchronous Logic Design for Inference at the Edge



Adrian Wheeldon , Alex Yakovlev , Rishad Shafik , Jordan Morris


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A Novel Multi-Step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning



K. Darshana Abeyrathna , Ole-Christoffer Granmo , Rishad Shafik , Alex Yakovlev , Adrian Wheeldon , Jie Lei , Morten Goodwin

* 10 pages, 8 figures, 7 tables 

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Neural Network Design for Energy-Autonomous AI Applications using Temporal Encoding



Sergey Mileiko , Thanasin Bunnam , Fei Xia , Rishad Shafik , Alex Yakovlev , Shidhartha Das


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