2 papers
cs.NE2026
Repair Brain Damage: Real-Numbered Error Correction Code for Neural Network
Ziqing Li, Myung Cho, Qiutong Jin +1
We consider a neural network (NN) that may experience memory faults and computational errors. In this paper, we propose a novel real-number-based error correction code (ECC) capabl…
cs.LG2025
Feature compression is the root cause of adversarial fragility in neural network classifiers
Jingchao Gao, Ziqing Lu, Raghu Mudumbai +6
In this paper, we uniquely study the adversarial robustness of deep neural networks (NN) for classification tasks against that of optimal classifiers. We look at the smallest magni…