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20192026
most citedUnderstanding Learning Dynamics of Binary Neural Networks via Information Bottleneck

2 citations · 3 across the 10 of their papers we have counts for

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cs.LG2024

First line of defense: A robust first layer mitigates adversarial attacks

Janani Suresh, Nancy Nayak, Sheetal Kalyani

Adversarial training (AT) incurs significant computational overhead, leading to growing interest in designing inherently robust architectures. We demonstrate that a carefully desig…

cs.IT2024

DRL-AdaPart: DRL-Driven Adaptive STAR-RIS Partitioning for Fair and Efficient Resource Utilization

Ashok S. Kumar, Nancy Nayak, Sheetal Kalyani +2

Efficient resource utilization is proposed for simultaneously transmitting and reflecting reconfigurable intelligent surfaces (STAR-RIS) to ensure fair and high data rates. We opti…