4 papers
ADRA: Extending Digital Computing-in-Memory with Asymmetric Dual-Row-Activation
Akul Malhotra, Atanu K. Saha, Chunguang Wang +1
Computing in-memory (CiM) has emerged as an attractive technique to mitigate the von-Neumann bottleneck. Current digital CiM approaches for in-memory operands are based on multi-wo…
Exploiting Oxide Based Resistive RAM Variability for Bayesian Neural Network Hardware Design
Akul Malhotra, Sen Lu, Kezhou Yang +1
Uncertainty plays a key role in real-time machine learning. As a significant shift from standard deep networks, which does not consider any uncertainty formulation during its train…
All-Spin Bayesian Neural Networks
Kezhou Yang, Akul Malhotra, Sen Lu +1
Probabilistic machine learning enabled by the Bayesian formulation has recently gained significant attention in the domain of automated reasoning and decision-making. While impress…
A Novel Low Power Non-Volatile SRAM Cell with Self Write Termination
Kanika Monga, Akul Malhotra, Nitin Chaturvedi +1
A non-volatile SRAM cell is proposed for low power applications using Spin Transfer Torque-Magnetic Tunnel Junction (STT-MTJ) devices. This novel cell offers non-volatile storage,…