| 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 | 43 | 2021 |
| 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 | 41 | 2020 |
| 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 | 40 | 2022 |
| 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 | 34 | 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 | 14 | 2021 |
| 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 | 13 | 2022 |
| 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 | 11 | 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 | 10 | 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 | 8 | 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 | 6 | 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, 2023 | 4* | 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 |
| 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, 2023 | 1 | 2023 |
| Graphene-Based Artificial Dendrites for Bio-Inspired Learning in Spiking Neuromorphic Systems S Liu, D Akinwande, D Kireev, JAC Incorvia arXiv preprint arXiv:2310.02364, 2023 | 1 | 2023 |
| Creating stochastic neural networks with the help of probabilistic bits S Liu, JAC Incorvia Nature Electronics 6 (12), 935-936, 2023 | | 2023 |
| 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, ... arXiv preprint arXiv:2311.16345, 2023 | | 2023 |
| 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 |
| Probabilistic Nanomagnetic Memories for Uncertain and Robust Machine Learning CH Bennett, TP Xiao, S Liu, L Humphrey, JA Incorvia, BJ Debusschere, ... Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2022 | | 2022 |
Jean Anne (Currivan) Incorvia, Ph.D.University of Texas at AustinVerified email at austin.utexas.edu
