35 citations · 35 across the 3 of their papers we have counts for
3 papers
HEPPO-GAE: Hardware-Efficient Proximal Policy Optimization with Generalized Advantage Estimation
Hazem Taha, Ameer M. S. Abdelhadi
This paper introduces HEPPO-GAE, an FPGA-based accelerator designed to optimize the Generalized Advantage Estimation (GAE) stage in Proximal Policy Optimization (PPO). Unlike previ…
Schrödinger's FP: Dynamic Adaptation of Floating-Point Containers for Deep Learning Training
Miloš Nikolić, Enrique Torres Sanchez, Jiahui Wang +5
The transfer of tensors from/to memory during neural network training dominates time and energy. To improve energy efficiency and performance, research has been exploring ways to u…
Mokey: Enabling Narrow Fixed-Point Inference for Out-of-the-Box Floating-Point Transformer Models
Ali Hadi Zadeh, Mostafa Mahmoud, Ameer Abdelhadi +1
Increasingly larger and better Transformer models keep advancing state-of-the-art accuracy and capability for Natural Language Processing applications. These models demand more com…