GG
Georgios B. Giannakis
cs.LGstat.MLmath.OCcs.SYeess.SYeess.SPcs.ITmath.ITcs.NIstat.AP
On Valency
published · living versionsW_cwuxnt94·v1 · currentpublished
Graph-Localized Coverage for Conformal Prediction on Inductive Graphs
with Jinwen Xu, Qin Lu
1 version
Preprints & journals
193 papers in the corpus · 1995–2026Rank-Adaptive Matrix-Free Atomic Quantum State Tomography2607.19577v1 · Amirhossein Taherpour, Alireza Sadeghi, Georgios B. Giannakis2026 · 0 citationsarXiv
Sensing-Native Over-the-Air Federated Learning2606.17117v1 · Peiyuan Huang, Shijian Gao, Jia Yan et al.2026 · 0 citationsarXiv
Low-Rank Adaptation Redux for Large Models2604.21905v1 · Bingcong Li, Yilang Zhang, Georgios B. Giannakis2026 · 0 citationsarXiv
Distributed Learning of Quantum State Tomography Robust to Readout Errors2604.14428v1 · Amirhossein Taherpour, Alireza Sadeghi, Georgios B. Giannakis2026 · 0 citationsarXiv
Binomial Gradient-Based Meta-Learning for Enhanced Meta-Gradient Estimation2604.13263v1 · Yilang Zhang, Abraham Jaeger Mountain, Bingcong Li et al.2026 · 0 citationsarXiv
ANCRe: Adaptive Neural Connection Reassignment for Efficient Depth Scaling2602.09009v4 · Yilang Zhang, Bingcong Li, Niao He et al.2026 · 0 citationsarXiv
Topology Identification and Inference over Graphs2512.10183v1 · Gonzalo Mateos, Yanning Shen, Georgios B. Giannakis et al.2025 · 0 citationsarXiv
Conformalized Gaussian processes for online uncertainty quantification over graphs2510.06181v1 · Jinwen Xu, Qin Lu, Georgios B. Giannakis2025 · 0 citationsarXiv
BOSfM: A View Planning Framework for Optimal 3D Reconstruction of Agricultural Scenes2509.24126v1 · Athanasios Bacharis, Konstantinos D. Polyzos, Georgios B. Giannakis et al.2025 · 0 citationsarXiv
Learnable Loss Geometries with Mirror Descent for Scalable and Convergent Meta-Learning2509.02418v1 · Yilang Zhang, Bingcong Li, Georgios B. Giannakis2025 · 0 citationsarXiv
VASSO: Variance Suppression for Sharpness-Aware Minimization2509.02433v1 · Bingcong Li, Yilang Zhang, Georgios B. Giannakis2025 · 0 citationsarXiv
RefLoRA: Refactored Low-Rank Adaptation for Efficient Fine-Tuning of Large Models2505.18877v4 · Yilang Zhang, Bingcong Li, Georgios B. Giannakis2025 · 0 citationsarXiv
Preconditioned Sharpness-Aware Minimization: Unifying Analysis and a Novel Learning Algorithm2501.06603v1 · Yilang Zhang, Bingcong Li, Georgios B. Giannakis2025 · 0 citationsarXiv
Online scalable Gaussian processes with conformal prediction for guaranteed coverage2410.05444v1 · Jinwen Xu, Qin Lu, Georgios B. Giannakis2024 · 4 citationsarXiv
Learning From Crowdsourced Noisy Labels: A Signal Processing Perspective2407.06902v2 · Shahana Ibrahim, Panagiotis A. Traganitis, Xiao Fu et al.2024 · 10 citationsarXiv
TOWARDS FAST HARD-CONSTRAINED PARALLEL TRANSMIT DESIGN IN ULTRAHIGH FIELD MRI WITH PHYSICS-DRIVEN NEURAL NETWORKS.39831102 · Kilic, Toygan, Herrler, Jürgen, Liebig, Patrick et al.2025 · 1 citationProceedings. IEEE International Symposium on Biomedical Imaging. 2024;2024
Meta-Learning with Versatile Loss Geometries for Fast Adaptation Using Mirror Descent2312.13486v2 · Yilang Zhang, Bingcong Li, Georgios B. Giannakis2023 · 0 citationsarXiv
Contractive error feedback for gradient compression2312.08538v1 · Bingcong Li, Shuai Zheng, Parameswaran Raman et al.2023 · 0 citationsarXiv
3D Reconstruction in Noisy Agricultural Environments: A Bayesian Optimization Perspective for View Planning2310.00145v2 · Athanasios Bacharis, Konstantinos D. Polyzos, Henry J. Nelson et al.2023 · 2 citationsarXiv
Enhancing Sharpness-Aware Optimization Through Variance Suppression2309.15639v3 · Bingcong Li, Georgios B. Giannakis2023 · 10 citationsarXiv
Conic Descent Redux for Memory-Efficient Optimization2308.07343v1 · Bingcong Li, Georgios B. Giannakis2023 · 2 citationsarXiv
Surrogate Modeling for Bayesian Optimization Beyond a Single Gaussian Process.37018108 · Lu, Qin, Polyzos, Konstantinos D, Li, Bingcong et al.2023 · 65 citationsIEEE transactions on pattern analysis and machine intelligence. 2023;45(9):11283-11296
Scalable Bayesian Meta-Learning through Generalized Implicit Gradients2303.17768v1 · Yilang Zhang, Bingcong Li, Shijian Gao et al.2023 · 11 citationsProceedings of the AAAI Conference on Artificial Intelligence, 37 (2023), 11298-11306
Incremental Ensemble Gaussian Processes.35254977 · Lu, Qin, Karanikolas, Georgios V, Giannakis, Georgios B2023 · 29 citationsIEEE transactions on pattern analysis and machine intelligence. 2023;45(2):1876-1893
Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing2211.09178v1 · Jia Yan, Qin Lu, Georgios B. Giannakis2022 · 32 citationsarXiv
Weighted Ensembles for Active Learning with Adaptivity2206.05009v1 · Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis2022 · 7 citationsarXiv
Time-domain Generalization of Kron Reduction2203.12084v1 · Manish K. Singh, Sairaj Dhople, Florian Dorfler et al.2022 · 6 citationsarXiv
Lazily Aggregated Quantized Gradient Innovation for Communication-Efficient Federated Learning.33095709 · Sun, Jun, Chen, Tianyi, Giannakis, Georgios B et al.2022 · 102 citationsIEEE transactions on pattern analysis and machine intelligence. 2022;44(4):2031-2044
Fast Inverter Control by Learning the OPF Mapping using Sensitivity-Informed Gaussian Processes2202.07500v3 · Mana Jalali, Manish K. Singh, Vassilis Kekatos et al.2022 · 21 citationsarXiv
Efficient and Stable Graph Scattering Transforms via Pruning.32946387 · Ioannidis, Vassilis N, Chen, Siheng, Giannakis, Georgios B2022 · 11 citationsIEEE transactions on pattern analysis and machine intelligence. 2022;44(3):1232-1246
Robust and Adaptive Temporal-Difference Learning Using An Ensemble of Gaussian Processes2112.00882v1 · Qin Lu, Georgios B. Giannakis2021 · 2 citationsarXiv
Distributionally Robust Semi-Supervised Learning Over Graphs2110.10582v1 · Alireza Sadeghi, Meng Ma, Bingcong Li et al.2021 · 9 citationsarXiv
Heavy Ball Momentum for Conditional Gradient2110.04243v1 · Bingcong Li, Alireza Sadeghi, Georgios B. Giannakis2021 · 4 citationsarXiv
Detecting adversaries in Crowdsourcing2110.04117v1 · Panagiotis A. Traganitis, Georgios B. Giannakis2021 · 5 citationsarXiv
Resonant Beam Communications with Echo Interference Elimination2106.13480v1 · Mingliang Xiong, Qingwen Liu, Gang Wang et al.2021 · 6 citationsarXiv
End-to-End Transmission Analysis of Simultaneous Wireless Information and Power Transfer using Resonant Beam2106.05769v1 · Wen Fang, Hao Deng, Qingwen Liu et al.2021 · 17 citationsarXiv
Unveiling Anomalous Edges and Nominal Connectivity of Attributed Networks2104.08637v1 · Konstantinos D. Polyzos, Costas Mavromatis, Vassilis N. Ioannidis et al.2021 · 8 citationsarXiv
Learning to Solve the AC-OPF using Sensitivity-Informed Deep Neural Networks2103.14779v3 · Manish K. Singh, Vassilis Kekatos, Georgios B. Giannakis2021 · 91 citationsarXiv
Bayesian Crowdsourcing with Constraints2012.11048v2 · Panagiotis A. Traganitis, Georgios B. Giannakis2020 · 1 citationarXiv
Adversarial Linear Contextual Bandits with Graph-Structured Side Observations2012.05756v3 · Lingda Wang, Bingcong Li, Huozhi Zhou et al.2020 · 4 citationsarXiv
Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem2012.05284v1 · Bingcong Li, Lingda Wang, Georgios B. Giannakis et al.2020 · 3 citationsarXiv
Learning while Respecting Privacy and Robustness to Distributional Uncertainties and Adversarial Data2007.03724v1 · Alireza Sadeghi, Gang Wang, Meng Ma et al.2020 · 4 citationsarXiv
How Does Momentum Help Frank Wolfe?2006.11116v1 · Bingcong Li, Mario Coutino, Georgios B. Giannakis et al.2020 · 3 citationsarXiv
Communication-Efficient Robust Federated Learning Over Heterogeneous Datasets2006.09992v3 · Yanjie Dong, Georgios B. Giannakis, Tianyi Chen et al.2020 · 12 citationsarXiv
Time-Varying Convex Optimization: Time-Structured Algorithms and Applications2006.08500v1 · Andrea Simonetto, Emiliano Dall'Anese, Santiago Paternain et al.2020 · 177 citationsProceedings of the IEEE, vol 108 (11), pages 2032-2048, 2020
Reinforcement Learning for Caching with Space-Time Popularity Dynamics2005.09155v1 · Alireza Sadeghi, Georgios B. Giannakis, Gang Wang et al.2020 · 2 citationsarXiv
Mobile Energy Transfer in Internet of Things2004.13404v1 · Qingqing Zhang, Gang Wang, Jie Chen et al.2020 · 24 citationsIEEE Internet of Things Journal, 2019, 6(5): 9012-9019
Wireless Power Transmitter Deployment for Balancing Fairness and Charging Service Quality2004.08520v1 · Mingqing Liu, Gang Wang, Georgios B. Giannakis et al.2020 · 11 citationsIEEE Internet of Things Journal, vol. 7, no. 3, pp. 2223-2234, Mar. 2020
Resonant Beam Communications: Principles and Designs2004.08642v2 · Mingliang Xiong, Qingwen Liu, Gang Wang et al.2020 · 42 citationsarXiv
Tensor Graph Convolutional Networks for Multi-relational and Robust Learning2003.07729v1 · Vassilis N. Ioannidis, Antonio G. Marques, Georgios B. Giannakis2020 · 32 citationsarXiv
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