2 papers
cs.LG2021
Accelerating Deep Learning with Dynamic Data Pruning
Ravi S Raju, Kyle Daruwalla, Mikko Lipasti
Deep learning's success has been attributed to the training of large, overparameterized models on massive amounts of data. As this trend continues, model training has become prohib…
cs.LG2019
BlurNet: Defense by Filtering the Feature Maps
Ravi Raju, Mikko Lipasti
Recently, the field of adversarial machine learning has been garnering attention by showing that state-of-the-art deep neural networks are vulnerable to adversarial examples, stemm…