3 papers
cs.AR2025
Approximate Logic Synthesis Using BLASYS
Jingxiao Ma, Soheil Hashemi, Sherief Reda
Approximate computing is an emerging paradigm where design accuracy can be traded for improvements in design metrics such as design area and power consumption. In this work, we ove…
cs.LG2025
FF-INT8: Efficient Forward-Forward DNN Training on Edge Devices with INT8 Precision
Jingxiao Ma, Priyadarshini Panda, Sherief Reda
Backpropagation has been the cornerstone of neural network training for decades, yet its inefficiencies in time and energy consumption limit its suitability for resource-constraine…
cs.AR2025
MetRex: A Benchmark for Verilog Code Metric Reasoning Using LLMs
Manar Abdelatty, Jingxiao Ma, Sherief Reda
Large Language Models (LLMs) have been applied to various hardware design tasks, including Verilog code generation, EDA tool scripting, and RTL bug fixing. Despite this extensive e…