7 citations · 9 across the 2 of their papers we have counts for
2 papers
cs.LG2023★ 7 cited
Probing the Purview of Neural Networks via Gradient Analysis
Jinsol Lee, Charlie Lehman, Mohit Prabhushankar +1
We analyze the data-dependent capacity of neural networks and assess anomalies in inputs from the perspective of networks during inference. The notion of data-dependent capacity al…
cs.LG2022★ 2 cited
Gradient-Based Adversarial and Out-of-Distribution Detection
Jinsol Lee, Mohit Prabhushankar, Ghassan AlRegib
We propose to utilize gradients for detecting adversarial and out-of-distribution samples. We introduce confounding labels -- labels that differ from normal labels seen during trai…