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Magnetic Tunnel Junction Mimics Stochastic Cortical Spiking Neurons
Abhronil Sengupta, Priyadarshini Panda, Parami Wijesinghe +2
Brain-inspired computing architectures attempt to mimic the computations performed in the neurons and the synapses in the human brain in order to achieve its efficiency in learning…
Conditional Deep Learning for Energy-Efficient and Enhanced Pattern Recognition
Priyadarshini Panda, Abhronil Sengupta, Kaushik Roy
Deep learning neural networks have emerged as one of the most powerful classification tools for vision related applications. However, the computational and energy requirements asso…
Energy-Efficient Object Detection using Semantic Decomposition
Priyadarshini Panda, Swagath Venkataramani, Abhronil Sengupta +2
Machine-learning algorithms offer immense possibilities in the development of several cognitive applications. In fact, large scale machine-learning classifiers now represent the st…