no code implementations • 23 Sep 2023 • Siva Satyendra Sahoo, Salim Ullah, Akash Kumar
Compared to traditional evolutionary algorithms-based optimization, we report up to 21% improvement in the hypervolume, for joint optimization of PPA and BEHAV, in the design of signed 8-bit multipliers.
no code implementations • 22 Sep 2023 • Siva Satyendra Sahoo, Salim Ullah, Soumyo Bhattacharjee, Akash Kumar
The rising usage of AI and ML-based processing across application domains has exacerbated the need for low-cost ML implementation, specifically for resource-constrained embedded systems.
no code implementations • 24 Oct 2020 • Suresh Nambi, Salim Ullah, Aditya Lohana, Siva Satyendra Sahoo, Farhad Merchant, Akash Kumar
Towards this end, we propose a novel Posit to fixed-point converter for enabling high-performance and energy-efficient hardware implementations for ANNs with minimal drop in the output accuracy.