Leveraging stochasticity in memristive synapses for efficient and reliable neuromorphic systems

Das, Hritom; Patel, Karan P.; Febbo, Rocco D.; Schuman, Catherine D.; Rose, Garrett S.

doi:10.1038/s44335-024-00017-x

Title: Leveraging stochasticity in memristive synapses for efficient and reliable neuromorphic systems

Journal Article · 20 February 2025 · npj Unconventional Computing

DOI: https://doi.org/10.1038/s44335-024-00017-x · OSTI ID:2522100

Das, Hritom; Patel, Karan P.; Febbo, Rocco D.; Schuman, Catherine D.; Rose, Garrett S.

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Sponsoring Organization:: USDOE

Grant/Contract Number:: SC0022566

OSTI ID:: 2522100

Journal Information:: npj Unconventional Computing, Journal Name: npj Unconventional Computing Journal Issue: 1 Vol. 2; ISSN 3004-8672

Publisher:: Nature Publishing GroupCopyright Statement

Country of Publication:: Country unknown/Code not available

Language:: English

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Memristive Devices for New Computing Paradigms Im, In Hyuk; Kim, Seung Ju; Jang, Ho Won Advanced Intelligent Systems, Vol. 2, Issue 11 https://doi.org/10.1002/aisy.202000105	journal	August 2020
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Analogue pattern recognition with stochastic switching binary CMOS-integrated memristive devices Zahari, Finn; Pérez, Eduardo; Mahadevaiah, Mamathamba Kalishettyhalli Scientific Reports, Vol. 10, Issue 1 https://doi.org/10.1038/s41598-020-71334-x	journal	September 2020
Enhanced read resolution in reconfigurable memristive synapses for Spiking Neural Networks Das, Hritom; Schuman, Catherine; Chakraborty, Nishith N. Scientific Reports, Vol. 14, Issue 1 https://doi.org/10.1038/s41598-024-58947-2	journal	April 2024
Stochastic memristive devices for computing and neuromorphic applications Gaba, Siddharth; Sheridan, Patrick; Zhou, Jiantao Nanoscale, Vol. 5, Issue 13 https://doi.org/10.1039/c3nr01176c	journal	January 2013
Hardware software co-design for leveraging STDP in a memristive neuroprocessor Chakraborty, Nishith N.; Ameli, Shelah O.; Das, Hritom Neuromorphic Computing and Engineering, Vol. 4, Issue 2 https://doi.org/10.1088/2634-4386/ad462b	journal	May 2024
Stochastic Computing Implemented by Skyrmionic Logic Devices Zhang, Haoyang; Zhu, Daoqian; Kang, Wang Physical Review Applied, Vol. 13, Issue 5 https://doi.org/10.1103/PhysRevApplied.13.054049	journal	May 2020
Importance of vesicle release stochasticity in neuro-spike communication Ramezani, Hamideh; Akan, Ozgur B. 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) https://doi.org/10.1109/EMBC.2017.8037572	conference	July 2017
Evaluating Neuron Models through Application-Hardware Co-Design Schuman, Catherine D.; Das, Hritom; Plank, James S. 2023 57th Asilomar Conference on Signals, Systems, and Computers https://doi.org/10.1109/IEEECONF59524.2023.10477027	conference	October 2023
Neuromorphic computing with hybrid memristive/CMOS synapses for real-time learning Ielmini, D.; Ambrogio, S.; Milo, V. 2016 IEEE International Symposium on Circuits and Systems (ISCAS) https://doi.org/10.1109/ISCAS.2016.7527508	conference	May 2016
Optimizations for a Current-Controlled Memristor- Based Neuromorphic Synapse Design Das, Hritom; Febbo, Rocco D.; Rizzo, Charles P. IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Vol. 13, Issue 4 https://doi.org/10.1109/JETCAS.2023.3312163	journal	December 2023
Effect of Resistance variability in Vector Matrix Multiplication operations of 1T1R ReRAM crossbar arrays using an Embedded test platform Solanki, Jeelka; Beckmann, Karsten; Pelton, Jacob 2023 IEEE 32nd Microelectronics Design & Test Symposium (MDTS) https://doi.org/10.1109/MDTS58049.2023.10168152	conference	May 2023
STDP Based Online Learning for a Current-Controlled Memristive Synapse Weiss, Ryan; Das, Hritom; Chakraborty, Nishith N. 2022 IEEE 65th International Midwest Symposium on Circuits and Systems (MWSCAS) https://doi.org/10.1109/MWSCAS54063.2022.9859294	conference	August 2022
Homeostatic Plasticity in a Leaky Integrate and Fire Neuron Using Tunable Leak Chakraborty, Nishith N.; Das, Hritom; Rose, Garrett S. 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS) https://doi.org/10.1109/MWSCAS57524.2023.10406066	conference	August 2023
Spike-Timing-Dependent Plasticity for a Hafnium-Oxide Memristive Synapse Chakraborty, Nishith N.; Das, Hritom; Rose, Garrett S. 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS) https://doi.org/10.1109/MWSCAS57524.2023.10406099	conference	August 2023
Spike-Driven Synaptic Plasticity for a Memristive Neuromorphic Core Chakraborty, Nishith N.; Das, Hritom; Rose, Garrett S. 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS) https://doi.org/10.1109/MWSCAS57524.2023.10406136	conference	August 2023
Two Birds With One Stone: Differential Privacy by Low-Power SRAM Memory Liu, Jianqing; Gong, Na; Das, Hritom IEEE Transactions on Dependable and Secure Computing, Vol. 21, Issue 6 https://doi.org/10.1109/TDSC.2024.3382630	journal	November 2024
A Native Stochastic Computing Architecture Enabled by Memristors Knag, Phil; Lu, Wei; Zhang, Zhengya IEEE Transactions on Nanotechnology, Vol. 13, Issue 2 https://doi.org/10.1109/TNANO.2014.2300342	journal	March 2014
Memory Optimization for Energy-Efficient Differentially Private Deep Learning Edstrom, Jonathon; Das, Hritom; Xu, Yiwen IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Vol. 28, Issue 2 https://doi.org/10.1109/TVLSI.2019.2946128	journal	February 2020
Stochastic neuro-fuzzy system implemented in memristor crossbar arrays Shi, Tuo; Zhang, Hui; Cui, Shiyu Science Advances, Vol. 10, Issue 12 https://doi.org/10.1126/sciadv.adl3135	journal	March 2024
Evolutionary Optimization for Neuromorphic Systems Schuman, Catherine D.; Mitchell, J. Parker; Patton, Robert M. NICE '20: Neuro-inspired Computational Elements Workshop, Proceedings of the Neuro-inspired Computational Elements Workshop https://doi.org/10.1145/3381755.3381758	conference	June 2020
Reliability Analysis of Memristive Reservoir Computing Architecture Rathore, Manu; Febbo, Rocco; Foshie, Adam Proceedings of the Great Lakes Symposium on VLSI 2023 https://doi.org/10.1145/3583781.3590210	conference	June 2023
RFAM: RESET-Failure-Aware-Model for HfO2-based Memristor to Enhance the Reliability of Neuromorphic Design Das, Hritom; Rathore, Manu; Febbo, Rocco Proceedings of the Great Lakes Symposium on VLSI 2023 https://doi.org/10.1145/3583781.3590211	conference	June 2023
A Mixed-Signal Short-Term Plasticity Implementation for a Current-Controlled Memristive Synapse Chakraborty, Nishith N.; Das, Hritom; Rose, Garrett S. Proceedings of the Great Lakes Symposium on VLSI 2023 https://doi.org/10.1145/3583781.3590283	conference	June 2023
A Deep Evolutionary Approach to Bioinspired Classifier Optimisation for Brain-Machine Interaction Bird, Jordan J.; Faria, Diego R.; Manso, Luis J. Complexity, Vol. 2019 https://doi.org/10.1155/2019/4316548	journal	March 2019
Stochastic learning in oxide binary synaptic device for neuromorphic computing Yu, Shimeng; Gao, Bin; Fang, Zheng Frontiers in Neuroscience, Vol. 7 https://doi.org/10.3389/fnins.2013.00186	journal	January 2013
Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines Neftci, Emre O.; Pedroni, Bruno U.; Joshi, Siddharth Frontiers in Neuroscience, Vol. 10 https://doi.org/10.3389/fnins.2016.00241	journal	June 2016

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