Giannakis, Georgios B.

18 publications

NeurIPS 2025 RefLoRA: Refactored Low-Rank Adaptation for Efficient Fine-Tuning of Large Models Yilang Zhang, Bingcong Li, Georgios B. Giannakis

ICLR 2024 Meta-Learning Priors Using Unrolled Proximal Networks Yilang Zhang, Georgios B. Giannakis

NeurIPS 2024 Meta-Learning Universal Priors Using Non-Injective Change of Variables Yilang Zhang, Alireza Sadeghi, Georgios B. Giannakis

AAAI 2023 Scalable Bayesian Meta-Learning Through Generalized Implicit Gradients Yilang Zhang, Bingcong Li, Shijian Gao, Georgios B. Giannakis

AAAI 2021 Adversarial Linear Contextual Bandits with Graph-Structured Side Observations Lingda Wang, Bingcong Li, Huozhi Zhou, Georgios B. Giannakis, Lav R. Varshney, Zhizhen Zhao

ECML-PKDD 2021 Bayesian Crowdsourcing with Constraints Panagiotis A. Traganitis, Georgios B. Giannakis

AAAI 2021 Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem Bingcong Li, Lingda Wang, Georgios B. Giannakis, Zhizhen Zhao

ICML 2020 Almost Tune-Free Variance Reduction Bingcong Li, Lingda Wang, Georgios B. Giannakis

AISTATS 2020 Ensemble Gaussian Processes with Spectral Features for Online Interactive Learning with Scalability Qin Lu, Georgios Karanikolas, Yanning Shen, Georgios B. Giannakis

AISTATS 2020 Finite-Time Analysis of Decentralized Temporal-Difference Learning with Linear Function Approximation Jun Sun, Gang Wang, Georgios B. Giannakis, Qinmin Yang, Zaiyue Yang

AISTATS 2020 Finite-Time Error Bounds for Biased Stochastic Approximation with Applications to Q-Learning Gang Wang, Georgios B. Giannakis

AISTATS 2020 On the Convergence of SARAH and Beyond Bingcong Li, Meng Ma, Georgios B. Giannakis

ICLR 2020 Pruned Graph Scattering Transforms Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis

AISTATS 2019 Bandit Online Learning with Unknown Delays Bingcong Li, Tianyi Chen, Georgios B. Giannakis

AAAI 2019 RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets Liping Li, Wei Xu, Tianyi Chen, Georgios B. Giannakis, Qing Ling

JMLR 2019 Random Feature-Based Online Multi-Kernel Learning in Environments with Unknown Dynamics Yanning Shen, Tianyi Chen, Georgios B. Giannakis

AISTATS 2018 Online Ensemble Multi-Kernel Learning Adaptive to Non-Stationary and Adversarial Environments Yanning Shen, Tianyi Chen, Georgios B. Giannakis

JMLR 2010 Consensus-Based Distributed Support Vector Machines Pedro A. Forero, Alfonso Cano, Georgios B. Giannakis