Metaplastic and energy-efficient biocompatible graphene artificial synaptic transistors for enhanced accuracy neuromorphic computing D Kireev, S Liu, H Jin, T Patrick Xiao, CH Bennett, D Akinwande, ... Nature Communications 13 (1), 4386, 2022 | 48 | 2022 |
A domain wall-magnetic tunnel junction artificial synapse with notched geometry for accurate and efficient training of deep neural networks S Liu, TP Xiao, C Cui, JAC Incorvia, CH Bennett, MJ Marinella Applied Physics Letters 118 (20), 202405, 2021 | 46 | 2021 |
Shape‐Dependent Multi‐Weight Magnetic Artificial Synapses for Neuromorphic Computing T Leonard, S Liu, M Alamdar, H Jin, C Cui, OG Akinola, L Xue, TP Xiao, ... Advanced Electronic Materials 8 (12), 2200563, 2022 | 44 | 2022 |
Fabrication of long-range ordered aluminum oxide and Fe/Au multilayered nanowires for 3-D magnetic memory J Um, MRZ Kouhpanji, S Liu, ZN Porshokouh, SY Sung, J Kosel, B Stadler IEEE Transactions on Magnetics 56 (2), 1-6, 2020 | 42 | 2020 |
Bayesian neural networks using magnetic tunnel junction-based probabilistic in-memory computing S Liu, TP Xiao, J Kwon, BJ Debusschere, S Agarwal, JAC Incorvia, ... Frontiers in Nanotechnology 4, 1021943, 2022 | 17 | 2022 |
Controllable reset behavior in domain wall–magnetic tunnel junction artificial neurons for task-adaptable computation S Liu, CH Bennett, JS Friedman, MJ Marinella, D Paydarfar, JAC Incorvia IEEE Magnetics Letters 12, 1-5, 2021 | 16 | 2021 |
Stochastic domain wall-magnetic tunnel junction artificial neurons for noise-resilient spiking neural networks T Leonard, S Liu, H Jin, JAC Incorvia Applied Physics Letters 122 (26), 2023 | 14 | 2023 |
Random bitstream generation using voltage-controlled magnetic anisotropy and spin orbit torque magnetic tunnel junctions S Liu, J Kwon, PW Bessler, SG Cardwell, C Schuman, JD Smith, ... IEEE Journal on Exploratory Solid-State Computational Devices and Circuits 8 …, 2022 | 12 | 2022 |
Adaptive cognition implemented with a context-aware and flexible neuron for next-generation artificial intelligence P Jadaun, C Cui, S Liu, JAC Incorvia PNAS nexus 1 (5), pgac206, 2022 | 9 | 2022 |
Magnetic skyrmions and domain walls for logical and neuromorphic computing X Hu, C Cui, S Liu, F Garcia-Sanchez, WH Brigner, BW Walker, ... Neuromorphic Computing and Engineering 3 (2), 022003, 2023 | 8 | 2023 |
Parallel matrix multiplication using voltage-controlled magnetic anisotropy domain wall logic N Zogbi, S Liu, CH Bennett, S Agarwal, MJ Marinella, JAC Incorvia, ... IEEE Journal on Exploratory Solid-State Computational Devices and Circuits 9 …, 2023 | 5* | 2023 |
Probabilistic Neural Circuits leveraging AI-Enhanced Codesign for Random Number Generation SG Cardwell, CD Schuman, JD Smith, K Patel, J Kwon, S Liu, C Allemang, ... 2022 IEEE International Conference on Rebooting Computing (ICRC), 57-65, 2022 | 2 | 2022 |
Efficient domain wall motion in asymmetric magnetic tunnel junctions with vertical current flow S Liu, DJP de Sousa, M Sammon, JP Wang, T Low Journal of Magnetism and Magnetic Materials 549, 168949, 2022 | 2 | 2022 |
Graphene-Based Artificial Dendrites for Bio-Inspired Learning in Spiking Neuromorphic Systems S Liu, D Akinwande, D Kireev, JAC Incorvia Nano Letters, 2024 | 1 | 2024 |
Magnetic tunnel junction random number generators applied to dynamically tuned probability trees driven by spin orbit torque A Maicke, J Arzate, S Liu, J Kwon, JD Smith, JB Aimone, S Misra, ... Nanotechnology 35 (27), 275204, 2024 | 1 | 2024 |
Device codesign using reinforcement learning and evolutionary optimization C Schuman, SG Cardwell, KP Patel, JD Smith, J Arzate, A Maicke, S Liu, ... Machine Learning with New Compute Paradigms, 2024 | 1 | 2024 |
Creating stochastic neural networks with the help of probabilistic bits S Liu, JAC Incorvia Nature Electronics 6 (12), 935-936, 2023 | 1 | 2023 |
Domain Wall Magnetic Tunnel Junction Reliable Integrate and Fire Neuron C Cui, S Liu, J Kwon, JAC Incorvia arXiv preprint arXiv:2405.14851, 2024 | | 2024 |
Tunable nanomagnetic synapses implement hardware variational inference engines CH Bennett, TP Xiao, S Liu, N Zogbi, A Maicke, T Leonard, J Pillars, ... Spintronics XVI, PC1265614, 2023 | | 2023 |
Fabrication of Domain Wall based Magnetic Tunnel Junction Devices with Intrinsic Neuromorphic Functionality T Leonard, S Liu, H Jin, JS Friedman, C Bennett, JA Incorvia 2023 IEEE 34th Magnetic Recording Conference (TMRC), 1-2, 2023 | | 2023 |