PAC Learning Guarantees Under Covariate Shift. - Artidoro Pagnoni; Stefan Gramatovici; Samuel Liu (CoRR, 2018)

ONNC Compiler Used in Fault-Mitigating Mechanisms Analysis on NVDLA-Based and ReRAM-Based Edge AI Chip Design. - Samuel Liu; Jen-Ho Kuo; Luba Tang; Ning-Chi Huang; Der-Yu Tsai; M.-H. Yang; Kai-Chiang Wu (VLSI-DAT, 2021)

Controllable reset behavior in domain wall-magnetic tunnel junction artificial neurons for task-adaptable computation. - Samuel Liu; Christopher H. Bennett; Joseph S. Friedman; Matthew J. Marinella; David Paydarfar; Jean Anne C. Incorvia (CoRR, 2021)

Shape-Dependent Multi-Weight Magnetic Artificial Synapses for Neuromorphic Computing. - Thomas Leonard; Samuel Liu; Mahshid Alamdar; Can Cui; Otitoaleke G. Akinola; Lin Xue; T. Patrick Xiao; Joseph S. Friedman; Matthew J. Marinella; Christopher H. Bennett; Jean Anne C. Incorvia (CoRR, 2021)

Probabilistic Neural Circuits leveraging AI-Enhanced Codesign for Random Number Generation. - Suma George Cardwell; Catherine D. Schuman; J. Darby Smith; Karan Patel; Jaesuk Kwon; Samuel Liu; Christopher Allemang; Shashank Misra; Jean Anne C. Incorvia; James B. Aimone (ICRC, 2022)

Stochastic Domain Wall-Magnetic Tunnel Junction Artificial Neurons for Noise-Resilient Spiking Neural Networks. - Thomas Leonard; Samuel Liu; Harrison Jin; Jean Anne C. Incorvia (CoRR, 2023)

Magnetic skyrmions and domain walls for logical and neuromorphic computing. - Xuan Hu 002; Can Cui; Samuel Liu; Felipe García-Sánchez; Wesley H. Brigner; Benjamin W. Walker; Alexander J. Edwards; T. Patrick Xiao; Christopher H. Bennett; Naimul Hassan; Michael P. Frank; Jean Anne C. Incorvia; et al. (Neuromorph. Comput. Eng., 2023)

Domain Wall Magnetic Tunnel Junction Reliable Integrate and Fire Neuron. - Can Cui; Samuel Liu; Jaesuk Kwon; Jean Anne C. Incorvia (CoRR, 2024)

Skin Controlled Electronic and Neuromorphic Tattoos. - Dmitry Kireev; Nandu Koripally; Samuel Liu; Gabriella Coloyan Fleming; Philip Varkey; Joseph Belle; Sivasakthya Mohan; Sang Sub Han; Dong Xu; Yeonwoong Jung; Xiangfeng Duan; Jean Anne C. Incorvia; et al. (CoRR, 2024)

Reproducible supervised learning-assisted classification of spontaneous synaptic waveforms with Eventer. - Giles Winchester; Oliver G. Steele; Samuel Liu; André Maia Chagas; Wajeeha Aziz; Andrew C. Penn (Frontiers Neuroinformatics, 2024)

AI-Guided Codesign for Novel Computing Paradigms. - Suma George Cardwell; J. Darby Smith; Karan Patel; Andrew Maicke; Jared Arzate; Samuel Liu; Jaesuk Kwon; Christopher Allemang; Douglas Cale Crowder; Shashank Misra; Frances S. Chance; Catherine D. Schuman; et al. (ASP-DAC, 2025)