Robust Reasoning and Learning with Brain-Inspired Representations under Hardware-Induced Nonlinearities

William Youngwoo Chung, Hamza Errahmouni Barkam, Tamoghno Das +1

Traditional machine learning depends on high-precision arithmetic and near-ideal hardware assumptions, which is increasingly challenged by variability in aggressively scaled semico…