NeuroFabric: Hardware and ML Model Co-Design for A Priori Sparse Neural Network Training

M Isakov, MA Kinsy - 2022 IEEE 40th International Conference …, 2022 - ieeexplore.ieee.org
Sparse Deep Neural Networks (DNN) offer a large improvement in model storage
requirements, execution latency and execution throughput. DNN pruning is contingent on …

Self-aware, Adaptive General-purpose Computing Systems

M Isakov - 2022 - search.proquest.com
With the breakdown of Dennard scaling, computer architects can no longer rely on
integrated circuit energy efficiency to scale with transistor density, and must under-clock or …