What is the optimal depth for deep-unfolding architectures at deployment? - Nancy Nayak; Thulasi Tholeti; Muralikrishnan Srinivasan; Sheetal Kalyani (CoRR, 2020)

Understanding Learning Dynamics of Binary Neural Networks via Information Bottleneck. - Vishnu Raj; Nancy Nayak; Sheetal Kalyani (CoRR, 2020)

Leveraging Online Learning for CSS in Frugal IoT Network. - Nancy Nayak; Vishnu Raj; Sheetal Kalyani (IEEE Trans. Cogn. Commun. Netw., 2020)

BayesAoA: A Bayesian method for Computation Efficient Angle of Arrival Estimation. - Akshay Sharma; Nancy Nayak; Sheetal Kalyani (CoRR, 2021)

Binarized ResNet: Enabling Automatic Modulation Classification at the resource-constrained Edge. - Nitin Priyadarshini Shankar; Deepsayan Sadhukhan; Nancy Nayak; Sheetal Kalyani (CoRR, 2021)

Realizing Neural Decoder at the Edge With Ensembled BNN. - Devannagari Vikas; Nancy Nayak; Sheetal Kalyani (IEEE Commun. Lett., 2021)

Rotate the ReLU to implicitly sparsify deep networks. - Nancy Nayak; Sheetal Kalyani (CoRR, 2022)

Deep Reinforcement Learning Based Blind mmWave MIMO Beam Alignment. - Vishnu Raj; Nancy Nayak; Sheetal Kalyani (IEEE Trans. Wirel. Commun., 2022)

Energy Efficient Fair STAR-RIS for Mobile Users. - Ashok S. Kumar; Nancy Nayak; Sheetal Kalyani; Himal A. Suraweera (CoRR, 2024)

Rotate the ReLU to Sparsify Deep Networks Implicitly. - Nancy Nayak; Sheetal Kalyani (Trans. Mach. Learn. Res., 2024)

Binarized ResNet: Enabling Robust Automatic Modulation Classification at the Resource-Constrained Edge. - Nitin Priyadarshini Shankar; Deepsayan Sadhukhan; Nancy Nayak; Thulasi Tholeti; Sheetal Kalyani (IEEE Trans. Cogn. Commun. Netw., 2024)

A DRL Approach for RIS-Assisted Full-Duplex UL and DL Transmission: Beamforming, Phase Shift, and Power Optimization. - Nancy Nayak; Sheetal Kalyani; Himal A. Suraweera (IEEE Trans. Wirel. Commun., 2024)

First Line of Defense: A Robust First Layer Mitigates Adversarial Attacks. - Janani Suresh; Nancy Nayak; Sheetal Kalyani (AAAI, 2025)

DRL-based Dolph-Tschebyscheff Beamforming in Downlink Transmission for Mobile Users. - Nancy Nayak; Kin K. Leung; Lajos Hanzo (CoRR, 2025)