11 citations · 14 across the 4 of their papers we have counts for
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cs.LG2023★ 11 cited
Quantifying Deep Learning Model Uncertainty in Conformal Prediction
Hamed Karimi, Reza Samavi
Precise estimation of predictive uncertainty in deep neural networks is a critical requirement for reliable decision-making in machine learning and statistical modeling, particular…
cs.LG2020
Towards Robust Deep Learning with Ensemble Networks and Noisy Layers
Yuting Liang, Reza Samavi
In this paper we provide an approach for deep learning that protects against adversarial examples in image classification-type networks. The approach relies on two mechanisms:1) a…
cs.LG2019★ 1 cited
Mixed Strategy Game Model Against Data Poisoning Attacks
Yifan Ou, Reza Samavi
In this paper we use game theory to model poisoning attack scenarios. We prove the non-existence of pure strategy Nash Equilibrium in the attacker and defender game. We then propos…