Giannakis, Georgios B.

Optimal and Scalable Caching for 5G Using Reinforcement Learning of Space-Time Popularities

Sadeghi, A., Sheikholeslami, F., & Giannakis, G. B. (2018) · IEEE Journal of Selected Topics in Signal Processing

Caching and Content DeliveryIoT and Edge/Fog Computing

Cited by 257

Federated Variance-Reduced Stochastic Gradient Descent With Robustness to Byzantine Attacks

Wu, Z., Ling, Q., Chen, T., & Giannakis, G. B. (2020) · IEEE Transactions on Signal Processing

Stochastic Gradient Optimization TechniquesPrivacy-Preserving Technologies in Data

Cited by 226

Lazily Aggregated Quantized Gradient Innovation for Communication-Efficient Federated Learning

Sun, J., Chen, T., Giannakis, G. B., Yang, Q., & Yang, Z. (2022) · IEEE Transactions on Pattern Analysis and Machine Intelligence

Privacy-Preserving Technologies in DataStochastic Gradient Optimization Techniques

Cited by 102

Communication-Efficient Policy Gradient Methods for Distributed Reinforcement Learning

Chen, T., Zhang, K., Giannakis, G. B., & Basar, T. (2022) · IEEE Transactions on Control of Network Systems

Reinforcement Learning in RoboticsAdaptive Dynamic Programming Control

Cited by 67

Minimum Uncertainty Based Detection of Adversaries in Deep Neural Networks

Sheikholeslami, F., Jain, S., & Giannakis, G. B. (2020) · 2020 Information Theory and Applications Workshop (ITA)

Adversarial Robustness in Machine LearningDigital Media Forensic Detection

Cited by 21

Harnessing Bandit Online Learning to Low-Latency Fog Computing

Chen, T., & Giannakis, G. B. (2018) · 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Advanced Bandit Algorithms ResearchIoT and Edge/Fog Computing

Cited by 8