3 papers
cs.NE2018
In-situ Stochastic Training of MTJ Crossbar based Neural Networks
Ankit Mondal, Ankur Srivastava
Owing to high device density, scalability and non-volatility, Magnetic Tunnel Junction-based crossbars have garnered significant interest for implementing the weights of an artific…
cs.ET2018
Data Driven Optimizations for MTJ based Stochastic Computing
Ankit Mondal, Ankur Srivastava
Stochastic computing, a form of computation with probabilities, presents an alternative to conventional arithmetic units. Magnetic Tunnel Junctions (MTJs), which exhibit probabilis…
cs.NE2017
Power Optimizations in MTJ-based Neural Networks through Stochastic Computing
Ankit Mondal, Ankur Srivastava
Artificial Neural Networks (ANNs) have found widespread applications in tasks such as pattern recognition and image classification. However, hardware implementations of ANNs using…