Research

Selected Publications

PANTHER: A Programmable Architecture for Neural Network Training Harnessing Energy-efficient ReRAM
- HPCA-CogArch 2020, IEEE Transaction on Computers (TC) 2020 [link]
GENIEx: A Generalized Approach to Emulating Non-Ideality in Memristive Xbars using Neural Networks
- ACM Design Automation Conference (DAC) 2020 [link]
PUMA: A Programmable Ultra-efficient Memristor-based Accelerator for Machine Learning Inference
- ACM Architecture Support for Programming Languages and Operating Systems (ASPLOS) 2019 [link]
Hardware-Software Co-Design for an Analog-Digital Accelerator for Machine Learning
- IEEE International Conference on Rebooting Computing (ICRC) 2018 [link]
TraNNsformer: Neural network transformation for memristive crossbar based neuromorphic system design
- IEEE/ACM International Conference on Computer-Aided Design (ICCAD) 2017 [link]
RESPARC: A reconfigurable and energy-efficient architecture with memristive crossbars for deep spiking neural networks
- ACM Design Automation Conference (DAC) 2017 [link]