Alert button
Picture for Alex Yakovlev

Alex Yakovlev

Alert button

Contracting Tsetlin Machine with Absorbing Automata

Oct 17, 2023
Bimal Bhattarai, Ole-Christoffer Granmo, Lei Jiao, Per-Arne Andersen, Svein Anders Tunheim, Rishad Shafik, Alex Yakovlev

Viaarxiv icon

An FPGA Architecture for Online Learning using the Tsetlin Machine

Jun 01, 2023
Samuel Prescott, Adrian Wheeldon, Rishad Shafik, Tousif Rahman, Alex Yakovlev, Ole-Christoffer Granmo

Figure 1 for An FPGA Architecture for Online Learning using the Tsetlin Machine
Figure 2 for An FPGA Architecture for Online Learning using the Tsetlin Machine
Figure 3 for An FPGA Architecture for Online Learning using the Tsetlin Machine
Figure 4 for An FPGA Architecture for Online Learning using the Tsetlin Machine
Viaarxiv icon

IMBUE: In-Memory Boolean-to-CUrrent Inference ArchitecturE for Tsetlin Machines

May 22, 2023
Omar Ghazal, Simranjeet Singh, Tousif Rahman, Shengqi Yu, Yujin Zheng, Domenico Balsamo, Sachin Patkar, Farhad Merchant, Fei Xia, Alex Yakovlev, Rishad Shafik

Figure 1 for IMBUE: In-Memory Boolean-to-CUrrent Inference ArchitecturE for Tsetlin Machines
Figure 2 for IMBUE: In-Memory Boolean-to-CUrrent Inference ArchitecturE for Tsetlin Machines
Figure 3 for IMBUE: In-Memory Boolean-to-CUrrent Inference ArchitecturE for Tsetlin Machines
Figure 4 for IMBUE: In-Memory Boolean-to-CUrrent Inference ArchitecturE for Tsetlin Machines
Viaarxiv icon

Energy-frugal and Interpretable AI Hardware Design using Learning Automata

May 19, 2023
Rishad Shafik, Tousif Rahman, Adrian Wheeldon, Ole-Christoffer Granmo, Alex Yakovlev

Figure 1 for Energy-frugal and Interpretable AI Hardware Design using Learning Automata
Figure 2 for Energy-frugal and Interpretable AI Hardware Design using Learning Automata
Figure 3 for Energy-frugal and Interpretable AI Hardware Design using Learning Automata
Figure 4 for Energy-frugal and Interpretable AI Hardware Design using Learning Automata
Viaarxiv icon

Self-timed Reinforcement Learning using Tsetlin Machine

Sep 02, 2021
Adrian Wheeldon, Alex Yakovlev, Rishad Shafik

Figure 1 for Self-timed Reinforcement Learning using Tsetlin Machine
Figure 2 for Self-timed Reinforcement Learning using Tsetlin Machine
Figure 3 for Self-timed Reinforcement Learning using Tsetlin Machine
Figure 4 for Self-timed Reinforcement Learning using Tsetlin Machine
Viaarxiv icon

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

Feb 02, 2021
Dainius Jenkus, Fei Xia, Rishad Shafik, Alex Yakovlev

Figure 1 for QoS-Aware Power Minimization of Distributed Many-Core Servers using Transfer Q-Learning
Figure 2 for QoS-Aware Power Minimization of Distributed Many-Core Servers using Transfer Q-Learning
Viaarxiv icon

Low-Power Audio Keyword Spotting using Tsetlin Machines

Jan 27, 2021
Jie Lei, Tousif Rahman, Rishad Shafik, Adrian Wheeldon, Alex Yakovlev, Ole-Christoffer Granmo, Fahim Kawsar, Akhil Mathur

Viaarxiv icon

Low-Latency Asynchronous Logic Design for Inference at the Edge

Dec 07, 2020
Adrian Wheeldon, Alex Yakovlev, Rishad Shafik, Jordan Morris

Figure 1 for Low-Latency Asynchronous Logic Design for Inference at the Edge
Figure 2 for Low-Latency Asynchronous Logic Design for Inference at the Edge
Figure 3 for Low-Latency Asynchronous Logic Design for Inference at the Edge
Figure 4 for Low-Latency Asynchronous Logic Design for Inference at the Edge
Viaarxiv icon

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

Jul 04, 2020
K. Darshana Abeyrathna, Ole-Christoffer Granmo, Rishad Shafik, Alex Yakovlev, Adrian Wheeldon, Jie Lei, Morten Goodwin

Figure 1 for A Novel Multi-Step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning
Figure 2 for A Novel Multi-Step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning
Figure 3 for A Novel Multi-Step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning
Figure 4 for A Novel Multi-Step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning
Viaarxiv icon

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

Oct 15, 2019
Sergey Mileiko, Thanasin Bunnam, Fei Xia, Rishad Shafik, Alex Yakovlev, Shidhartha Das

Figure 1 for Neural Network Design for Energy-Autonomous AI Applications using Temporal Encoding
Figure 2 for Neural Network Design for Energy-Autonomous AI Applications using Temporal Encoding
Figure 3 for Neural Network Design for Energy-Autonomous AI Applications using Temporal Encoding
Figure 4 for Neural Network Design for Energy-Autonomous AI Applications using Temporal Encoding
Viaarxiv icon