2 citations · 3 across the 3 of their papers we have counts for
3 papers
cs.CV2025
Prototype Guided Backdoor Defense
Venkat Adithya Amula, Sunayana Samavedam, Saurabh Saini +2
Deep learning models are susceptible to {\em backdoor attacks} involving malicious attackers perturbing a small subset of training data with a {\em trigger} to causes misclassifica…
cs.AI2024★ 1 cited
A survey on Concept-based Approaches For Model Improvement
Avani Gupta, P J Narayanan
The focus of recent research has shifted from merely improving the metrics based performance of Deep Neural Networks (DNNs) to DNNs which are more interpretable to humans. The fiel…
cs.LG2023★ 2 cited
Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement
Avani Gupta, Saurabh Saini, P J Narayanan
Humans use abstract concepts for understanding instead of hard features. Recent interpretability research has focused on human-centered concept explanations of neural networks. Con…