2 papers
cs.LG2023
Mitigating Backdoors within Deep Neural Networks in Data-limited Configuration
Soroush Hashemifar, Saeed Parsa, Morteza Zakeri-Nasrabadi
As the capacity of deep neural networks (DNNs) increases, their need for huge amounts of data significantly grows. A common practice is to outsource the training process or collect…
cs.AI2023
Path Analysis for Effective Fault Localization in Deep Neural Networks
Soroush Hashemifar, Saeed Parsa, Akram Kalaee
Deep learning has revolutionized numerous fields, yet the reliability of Deep Neural Networks (DNNs) remains a concern due to their complexity and data dependency. Traditional soft…