Georgios B. Giannakis

ORCID

Publication Activity (10 Years)

Years Active: 1987-2024
Publications (10 Years): 363

Top Venues

CoRR

ICASSP

IEEE Trans. Signal Process.

ACSSC

Publications

Shahana Ibrahim, Panagiotis A. Traganitis, Xiao Fu, Georgios B. Giannakis
Learning From Crowdsourced Noisy Labels: A Signal Processing Perspective. CoRR (2024)
Alireza Sadeghi, Gang Wang, Georgios B. Giannakis
Learning Robust to Distributional Uncertainties and Adversarial Data. IEEE J. Sel. Areas Inf. Theory 5 (2024)
Yilang Zhang, Georgios B. Giannakis
Meta-Learning Priors Using Unrolled Proximal Networks. ICLR (2024)
Yilang Zhang, Bingcong Li, Georgios B. Giannakis
Meta-Learning With Versatile Loss Geometries for Fast Adaptation Using Mirror Descent. ICASSP (2024)
Georgios Vasileios Karanikolas, Alba Pagès-Zamora, Georgios B. Giannakis
A Bayesian Approach to High-Order Link Prediction. ICASSP (2024)
Jia Yan, Qin Lu, Georgios B. Giannakis
Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing. IEEE Trans. Wirel. Commun. 23 (4) (2024)
Qin Lu, Georgios Vasileios Karanikolas, Georgios B. Giannakis
Incremental Ensemble Gaussian Processes. IEEE Trans. Pattern Anal. Mach. Intell. 45 (2) (2023)
Manish Kumar Singh, Konstantinos D. Polyzos, Panagiotis A. Traganitis, Sairaj V. Dhople, Georgios B. Giannakis
Physics-Informed Transfer Learning for Voltage Stability Margin Prediction. ICASSP (2023)
Konstantinos D. Polyzos, Alireza Sadeghi, Georgios B. Giannakis
Bayesian Self-Supervised Learning Using Local and Global Graph Information. CAMSAP (2023)
Athanasios Bacharis, Konstantinos D. Polyzos, Henry J. Nelson, Georgios B. Giannakis, Nikolaos Papanikolopoulos
3D Reconstruction in Noisy Agricultural Environments: A Bayesian Optimization Perspective for View Planning. CoRR (2023)
Qin Lu, Konstantinos D. Polyzos, Bingcong Li, Georgios B. Giannakis
Surrogate Modeling for Bayesian Optimization Beyond a Single Gaussian Process. IEEE Trans. Pattern Anal. Mach. Intell. 45 (9) (2023)
Yilang Zhang, Bingcong Li, Shijian Gao, Georgios B. Giannakis
Scalable Bayesian Meta-Learning through Generalized Implicit Gradients. CoRR (2023)
Bingcong Li, Georgios B. Giannakis
Conic Descent Redux for Memory-Efficient Optimization. ACSSC (2023)
Mana Jalali, Manish K. Singh, Vassilis Kekatos, Georgios B. Giannakis, Chen-Ching Liu
Fast Inverter Control by Learning the OPF Mapping Using Sensitivity-Informed Gaussian Processes. IEEE Trans. Smart Grid 14 (3) (2023)
Bingcong Li, Georgios B. Giannakis
Conic Descent Redux for Memory-Efficient Optimization. CoRR (2023)
Yilang Zhang, Bingcong Li, Georgios B. Giannakis
Meta-Learning with Versatile Loss Geometries for Fast Adaptation Using Mirror Descent. CoRR (2023)
Manish K. Singh, Sairaj V. Dhople, Florian Dörfler, Georgios B. Giannakis
Time-Domain Generalization of Kron Reduction. IEEE Control. Syst. Lett. 7 (2023)
Bingcong Li, Georgios B. Giannakis
Enhancing Sharpness-Aware Optimization Through Variance Suppression. CoRR (2023)
Yunfeng Bai, Qingwen Liu, Liuqing Yang, Georgios B. Giannakis, Wen Fang, Mingliang Xiong
Resonant Beam SWIPT With Telescope and Second Harmonic. IEEE Trans. Wirel. Commun. 22 (7) (2023)
Bingcong Li, Shuai Zheng, Parameswaran Raman, Anshumali Shrivastava, Georgios B. Giannakis
Contractive error feedback for gradient compression. CoRR (2023)
Georgios Vasileios Karanikolas, Georgios B. Giannakis
Robust Identification of Graph Structure. CAMSAP (2023)
Shijian Gao, Jia Yan, Georgios B. Giannakis
Integrated Distributed Wireless Sensing with Over-The-Air Federated Learning. IGARSS (2023)
Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
Bayesian Optimization with Ensemble Learning Models and Adaptive Expected Improvement. ICASSP (2023)
Bingcong Li, Georgios B. Giannakis
Enhancing Sharpness-Aware Optimization Through Variance Suppression. NeurIPS (2023)
Yilang Zhang, Bingcong Li, Shijian Gao, Georgios B. Giannakis
Scalable Bayesian Meta-Learning through Generalized Implicit Gradients. AAAI (2023)
Georgios Vasileios Karanikolas, Alba Pagès-Zamora, Georgios B. Giannakis
Higher-Order Link Prediction Via Learnable Maximum Mean Discrepancy. ICASSP (2023)
Qiuling Yang, Mario Coutino, Geert Leus, Georgios B. Giannakis
Autoregressive graph Volterra models and applications. EURASIP J. Adv. Signal Process. 2023 (1) (2023)
Qin Lu, Konstantinos D. Polyzos, Bingcong Li, Georgios B. Giannakis
Surrogate modeling for Bayesian optimization beyond a single Gaussian process. CoRR (2022)
Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis
Efficient and Stable Graph Scattering Transforms via Pruning. IEEE Trans. Pattern Anal. Mach. Intell. 44 (3) (2022)
Panagiotis A. Traganitis, Georgios B. Giannakis
Unsupervised Ensemble Classification With Sequential and Networked Data. IEEE Trans. Knowl. Data Eng. 34 (10) (2022)
Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
Active Sampling over Graphs for Bayesian Reconstruction with Gaussian Ensembles. IEEECONF (2022)
Alireza Sadeghi, Georgios B. Giannakis
Learning while Respecting Privacy and Robustness to Adversarial Distributed Datasets. EUSIPCO (2022)
Jun Sun, Tianyi Chen, Georgios B. Giannakis, Qinmin Yang, Zaiyue Yang
Lazily Aggregated Quantized Gradient Innovation for Communication-Efficient Federated Learning. IEEE Trans. Pattern Anal. Mach. Intell. 44 (4) (2022)
Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
Weighted Ensembles for Active Learning with Adaptivity. CoRR (2022)
Panagiotis A. Traganitis, Georgios B. Giannakis
Identifying Dependent Annotators in Crowdsourcing. IEEECONF (2022)
Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
Ensemble Gaussian Processes for Online Learning Over Graphs With Adaptivity and Scalability. IEEE Trans. Signal Process. 70 (2022)
Tianyi Chen, Kaiqing Zhang, Georgios B. Giannakis, Tamer Basar
Communication-Efficient Policy Gradient Methods for Distributed Reinforcement Learning. IEEE Trans. Control. Netw. Syst. 9 (2) (2022)
Jia Yan, Qin Lu, Georgios B. Giannakis
Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing. CoRR (2022)
Manish K. Singh, Sairaj V. Dhople, Florian Dörfler, Georgios B. Giannakis
Time-domain Generalization of Kron Reduction. CoRR (2022)
Jia Yan, Qin Lu, Georgios B. Giannakis
Bayesian Optimization for Task Offloading and Resource Allocation in Mobile Edge Computing. IEEECONF (2022)
Panagiotis A. Traganitis, Georgios B. Giannakis
Identifying Spammers to Boost Crowdsourced Classification. ICASSP (2021)
Panagiotis A. Traganitis, Georgios B. Giannakis
Bayesian constrained decision fusion. SPAWC (2021)
Vassilis N. Ioannidis, Dimitris Berberidis, Georgios B. Giannakis
Unveiling Anomalous Nodes Via Random Sampling and Consensus on Graphs. ICASSP (2021)
Dimitris Berberidis, Georgios B. Giannakis
Node Embedding with Adaptive Similarities for Scalable Learning over Graphs. IEEE Trans. Knowl. Data Eng. 33 (2) (2021)
Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
Online Graph-Guided Inference Using Ensemble Gaussian Processes of Egonet Features. ACSCC (2021)
Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
Graph-Adaptive Incremental Learning Using an Ensemble of Gaussian Process Experts. ICASSP (2021)
Konstantinos D. Polyzos, Qin Lu, Alireza Sadeghi, Georgios B. Giannakis
On-Policy Reinforcement Learning via Ensemble Gaussian Processes with Application to Resource Allocation. ACSCC (2021)
Panagiotis A. Traganitis, Georgios B. Giannakis
Detecting adversaries in Crowdsourcing. CoRR (2021)
Bingcong Li, Alireza Sadeghi, Georgios B. Giannakis
Heavy Ball Momentum for Conditional Gradient. NeurIPS (2021)
Wen Fang, Hao Deng, Qingwen Liu, Mingqing Liu, Mengyuan Xu, Liuqing Yang, Georgios B. Giannakis
End-to-End Transmission Analysis of Simultaneous Wireless Information and Power Transfer Using Resonant Beam. IEEE Trans. Signal Process. 69 (2021)
Mingqing Liu, Hao Deng, Qingwen Liu, Jie Zhou, Mingliang Xiong, Liuqing Yang, Georgios B. Giannakis
Simultaneous Mobile Information and Power Transfer by Resonant Beam. IEEE Trans. Signal Process. 69 (2021)
Qin Lu, Georgios B. Giannakis
Probabilistic Reconstruction of Spatio-Temporal Processes Over Multi-Relational Graphs. IEEE Trans. Signal Inf. Process. over Networks 7 (2021)
Wen Fang, Hao Deng, Qingwen Liu, Mingqing Liu, Qingwei Jiang, Liuqing Yang, Georgios B. Giannakis
Safety Analysis of Long-Range and High-Power Wireless Power Transfer Using Resonant Beam. IEEE Trans. Signal Process. 69 (2021)
Bingcong Li, Alireza Sadeghi, Georgios B. Giannakis
Heavy Ball Momentum for Conditional Gradient. CoRR (2021)
Qin Lu, Georgios B. Giannakis
Spatio-Temporal Inference of Dynamical Gaussian Processes Over Graphs. ACSCC (2021)
Yilang Zhang, Bingcong Li, Georgios B. Giannakis
Accelerating Frank-Wolfe with Weighted Average Gradients. ICASSP (2021)
Vassilis N. Ioannidis, Ahmed S. Zamzam, Georgios B. Giannakis, Nicholas D. Sidiropoulos
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection. IEEE Trans. Knowl. Data Eng. 33 (3) (2021)
Mingliang Xiong, Qingwen Liu, Gang Wang, Georgios B. Giannakis, Sihai Zhang, Jinkang Zhu, Chuan Huang
Resonant Beam Communications With Echo Interference Elimination. IEEE Internet Things J. 8 (4) (2021)
Konstantinos D. Polyzos, Costas Mavromatis, Vassilis N. Ioannidis, Georgios B. Giannakis
Unveiling Anomalous Edges and Nominal Connectivity of Attributed Networks. CoRR (2021)
Evan Faulkner, Zelin Yun, Shengli Zhou, Zhijie Jerry Shi, Song Han, Georgios B. Giannakis
An Advanced GNU Radio Receiver of IEEE 802.15.4 OQPSK Physical Layer. IEEE Internet Things J. 8 (11) (2021)
Jun Sun, Shibo Chen, Georgios B. Giannakis, Qinmin Yang, Zaiyue Yang
Cross Service Providers Workload Balancing for Data Centers in Deregulated Electricity Markets. IEEE Trans. Control. Netw. Syst. 8 (2) (2021)
Alireza Sadeghi, Meng Ma, Bingcong Li, Georgios B. Giannakis
Distributionally Robust Semi-Supervised Learning Over Graphs. CoRR (2021)
Bingcong Li, Lingda Wang, Georgios B. Giannakis, Zhizhen Zhao
Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem. AAAI (2021)
Qin Lu, Georgios B. Giannakis
Robust and Adaptive Temporal-Difference Learning Using An Ensemble of Gaussian Processes. CoRR (2021)
Bingcong Li, Mario Coutiño, Georgios B. Giannakis, Geert Leus
A Momentum-Guided Frank-Wolfe Algorithm. IEEE Trans. Signal Process. 69 (2021)
Qin Lu, Georgios B. Giannakis
Gaussian Process Temporal-Difference Learning with Scalability and Worst-Case Performance Guarantees. ICASSP (2021)
Georgios Vasileios Karanikolas, Qin Lu, Georgios B. Giannakis
Online Unsupervised Learning Using Ensemble Gaussian Processes with Random Features. ICASSP (2021)
Panagiotis A. Traganitis, Georgios B. Giannakis
Bayesian Crowdsourcing with Constraints. ECML/PKDD (3) (2021)
Panagiotis A. Traganitis, Georgios B. Giannakis
Detecting adversaries in Crowdsourcing. ICDM (2021)
Lingda Wang, Bingcong Li, Huozhi Zhou, Georgios B. Giannakis, Lav R. Varshney, Zhizhen Zhao
Adversarial Linear Contextual Bandits with Graph-Structured Side Observations. AAAI (2021)
Wen Fang, Hao Deng, Qingwen Liu, Mingqing Liu, Mengyuan Xu, Liuqing Yang, Georgios B. Giannakis
End-to-End Transmission Analysis of Simultaneous Wireless Information and Power Transfer using Resonant Beam. CoRR (2021)
Qin Lu, Georgios Vasileios Karanikolas, Georgios B. Giannakis
Incremental Ensemble Gaussian Processes. CoRR (2021)
Elena Ceci, Yanning Shen, Georgios B. Giannakis, Sergio Barbarossa
Graph-Based Learning Under Perturbations via Total Least-Squares. IEEE Trans. Signal Process. 68 (2020)
Mingliang Xiong, Qingwen Liu, Gang Wang, Georgios B. Giannakis, Chuan Huang
Resonant Beam Communications: Principles and Designs. CoRR (2020)
Vassilis N. Ioannidis, Antonio G. Marques, Georgios B. Giannakis
Tensor Graph Convolutional Networks for Multi-relational and Robust Learning. CoRR (2020)
Alireza Sadeghi, Gang Wang, Georgios B. Giannakis
Hierarchical Caching via Deep Reinforcement Learning. ICASSP (2020)
Bingcong Li, Mario Coutino, Georgios B. Giannakis, Geert Leus
How Does Momentum Help Frank Wolfe? CoRR (2020)
Qiuling Yang, Alireza Sadeghi, Gang Wang, Georgios B. Giannakis, Jian Sun
Robust PSSE Using Graph Neural Networks for Data-driven and Topology-aware Priors. CoRR (2020)
Fatemeh Sheikholeslami, Swayambhoo Jain, Georgios B. Giannakis
Minimum Uncertainty Based Detection of Adversaries in Deep Neural Networks. ITA (2020)
Yanning Shen, Xiao Fu, Georgios B. Giannakis, Nicholas D. Sidiropoulos
Topology Identification of Directed Graphs via Joint Diagonalization of Correlation Matrices. IEEE Trans. Signal Inf. Process. over Networks 6 (2020)
Jun Sun, Gang Wang, Georgios B. Giannakis, Qinmin Yang, Zaiyue Yang
Finite-Time Analysis of Decentralized Temporal-Difference Learning with Linear Function Approximation. AISTATS (2020)
Bingcong Li, Mario Coutiño, Georgios B. Giannakis
Revisit of Estimate Sequence for Accelerated Gradient Methods. ICASSP (2020)
Qiuling Yang, Mario Coutino, Gang Wang, Georgios B. Giannakis, Geert Leus
Learning connectivity and higher-order interactions in radial distribution grids. ICASSP (2020)
Wen Fang, Gang Wang, Georgios B. Giannakis, Qingwen Liu, Xin Wang, Hao Deng
Channel-Dependent Scheduling in Wireless Energy Transfer for Mobile Devices. IEEE Trans. Veh. Technol. 69 (3) (2020)
Mingqing Liu, Gang Wang, Georgios B. Giannakis, Mingliang Xiong, Qingwen Liu, Hao Deng
Wireless Power Transmitter Deployment for Balancing Fairness and Charging Service Quality. CoRR (2020)
Lingda Wang, Bingcong Li, Huozhi Zhou, Georgios B. Giannakis, Lav R. Varshney, Zhizhen Zhao
Adversarial Linear Contextual Bandits with Graph-Structured Side Observations. CoRR (2020)
Bingcong Li, Lingda Wang, Georgios B. Giannakis
Almost Tune-Free Variance Reduction. ICML (2020)
Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis
Efficient and Stable Graph Scattering Transforms via Pruning. CoRR (2020)
Andrea Simonetto, Emiliano Dall'Anese, Santiago Paternain, Geert Leus, Georgios B. Giannakis
Time-Varying Convex Optimization: Time-Structured Algorithms and Applications. Proc. IEEE 108 (11) (2020)
Konstantinos D. Polyzos, Costas Mavromatis, Vassilis N. Ioannidis, Georgios B. Giannakis
Unveiling Anomalous Edges and Nominal Connectivity of Attributed Networks. ACSSC (2020)
Mingqing Liu, Gang Wang, Georgios B. Giannakis, Mingliang Xiong, Qingwen Liu, Hao Deng
Wireless Power Transmitter Deployment for Balancing Fairness and Charging Service Quality. IEEE Internet Things J. 7 (3) (2020)
Bingcong Li, Lingda Wang, Georgios B. Giannakis, Zhizhen Zhao
Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem. CoRR (2020)
Qiuling Yang, Alireza Sadeghi, Gang Wang, Georgios B. Giannakis, Jian Sun
Deep Policy Gradient for Reactive Power Control in Distribution Systems. SmartGridComm (2020)
Alireza Sadeghi, Gang Wang, Meng Ma, Georgios B. Giannakis
Learning while Respecting Privacy and Robustness to Distributional Uncertainties and Adversarial Data. CoRR (2020)
Andrea Simonetto, Emiliano Dall'Anese, Santiago Paternain, Geert Leus, Georgios B. Giannakis
Time-Varying Convex Optimization: Time-Structured Algorithms and Applications. CoRR (2020)
Gang Wang, Songtao Lu, Georgios B. Giannakis, Gerald Tesauro, Jian Sun
Decentralized TD Tracking with Linear Function Approximation and its Finite-Time Analysis. NeurIPS (2020)
Qin Lu, Georgios Vasileios Karanikolas, Yanning Shen, Georgios B. Giannakis
Ensemble Gaussian Processes with Spectral Features for Online Interactive Learning with Scalability. AISTATS (2020)
Vassilis N. Ioannidis, Georgios B. Giannakis
Defending Graph Convolutional Networks Against Adversarial Attacks. ICASSP (2020)
Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis
Generalization Error Bounds for Kernel Matrix Completion and Extrapolation. IEEE Signal Process. Lett. 27 (2020)
Zhaoxian Wu, Qing Ling, Tianyi Chen, Georgios B. Giannakis
Resilient to Byzantine Attacks Finite-Sum Optimization Over Networks. ICASSP (2020)

Georgios B. Giannakis.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Georgios B. Giannakis