Neurosymbolic Artificial Intelligence (Why, What, and How) by Sheth, Amit, Roy, Kaushik, Gaur, Manas, Sheth, Amit

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Ising computation based combinatorial optimization using spin-Hall effect (SHE) induced stochastic magnetization reversal by Shim, Yong, Jaiswal, Akhilesh, Roy, Kaushik

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Spin-Transfer Torque Memories: Devices, Circuits, and Systems by Fong, Xuanyao, Kim, Yusung, Venkatesan, Rangharajan, Choday, Sri Harsha, Raghunathan, Anand, Roy, Kaushik

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Encoding neural and synaptic functionalities in electron spin: A pathway to efficient neuromorphic computing by Sengupta, Abhronil, Roy, Kaushik

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Toward Scalable, Efficient, and Accurate Deep Spiking Neural Networks With Backward Residual Connections, Stochastic Softmax, and Hybridization by Panda, Priyadarshini, Aketi, Sai Aparna, Roy, Kaushik

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Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays by Agrawal, Amogh, Jaiswal, Akhilesh, Roy, Deboleena, Han, Bing, Srinivasan, Gopalakrishnan, Ankit, Aayush, Roy, Kaushik

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ReStoCNet: Residual Stochastic Binary Convolutional Spiking Neural Network for Memory-Efficient Neuromorphic Computing by Srinivasan, Gopalakrishnan, Roy, Kaushik

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Training Deep Spiking Convolutional Neural Networks With STDP-Based Unsupervised Pre-training Followed by Supervised Fine-Tuning by Lee, Chankyu, Panda, Priyadarshini, Srinivasan, Gopalakrishnan, Roy, Kaushik

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Noise resilient leaky integrate-and-fire neurons based on multi-domain spintronic devices by Wang, Cheng, Lee, Chankyu, Roy, Kaushik

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High-Density SOT-MRAM Based on Shared Bitline Structure by Seo, Yeongkyo, Roy, Kaushik

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Antiferroelectric Tunnel Junctions as Energy-Efficient Coupled Oscillators: Modeling, Analysis, and Application to Solving Combinatorial Optimization Problems by Andrawis, Robert, Roy, Kaushik

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Deep neural network to detect COVID-19: one architecture for both CT Scans and Chest X-rays by Mukherjee, Himadri, Ghosh, Subhankar, Dhar, Ankita, Obaidullah, Sk Md, Santosh, K. C., Roy, Kaushik

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Intra-Network Synchronization and Retrodirective Distributed Transmit Beamforming With UAVs by Wentz, Michael, Chowdhury, Kaushik Roy

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Probabilistic Deep Spiking Neural Systems Enabled by Magnetic Tunnel Junction by Sengupta, Abhronil, Parsa, Maryam, Bing Han, Roy, Kaushik

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In-Memory Low-Cost Bit-Serial Addition Using Commodity DRAM Technology by Ali, Mustafa F., Jaiswal, Akhilesh, Roy, Kaushik

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Resistive Crossbars as Approximate Hardware Building Blocks for Machine Learning: Opportunities and Challenges by Chakraborty, Indranil, Ali, Mustafa, Ankit, Aayush, Jain, Shubham, Roy, Sourjya, Sridharan, Shrihari, Agrawal, Amogh, Raghunathan, Anand, Roy, Kaushik

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Image Edge Detection Based on Swarm Intelligence Using Memristive Networks by Pajouhi, Zoha, Roy, Kaushik

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Discretization Based Solutions for Secure Machine Learning Against Adversarial Attacks by Panda, Priyadarshini, Chakraborty, Indranil, Roy, Kaushik

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Magnetic Skyrmion as a Spintronic Deep Learning Spiking Neuron Processor by Chen, Mei-Chin, Sengupta, Abhronil, Roy, Kaushik

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Magnetic Tunnel Junction Mimics Stochastic Cortical Spiking Neurons by Sengupta, Abhronil, Panda, Priyadarshini, Wijesinghe, Parami, Kim, Yusung, Roy, Kaushik

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