Ioannis C. Tsaknakis

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 13

Top Topics

Optimization Problems

Linearly Constrained

Nash Equilibria

Top Venues

Publications

Yihua Zhang, Prashant Khanduri, Ioannis C. Tsaknakis, Yuguang Yao, Mingyi Hong, Sijia Liu
An Introduction to Bilevel Optimization: Foundations and applications in signal processing and machine learning. IEEE Signal Process. Mag. 41 (1) (2024)
Ioannis C. Tsaknakis, Mingyi Hong, Shuzhong Zhang
Minimax Problems with Coupled Linear Constraints: Computational Complexity and Duality. SIAM J. Optim. 33 (4) (2023)
Ioannis C. Tsaknakis, Prashant Khanduri, Mingyi Hong
An Implicit Gradient Method for Constrained Bilevel Problems Using Barrier Approximation. ICASSP (2023)
Yihua Zhang, Prashant Khanduri, Ioannis C. Tsaknakis, Yuguang Yao, Mingyi Hong, Sijia Liu
An Introduction to Bi-level Optimization: Foundations and Applications in Signal Processing and Machine Learning. CoRR (2023)
Prashant Khanduri, Ioannis C. Tsaknakis, Yihua Zhang, Jia Liu, Sijia Liu, Jiawei Zhang, Mingyi Hong
Linearly Constrained Bilevel Optimization: A Smoothed Implicit Gradient Approach. ICML (2023)
Ioannis C. Tsaknakis, Prashant Khanduri, Mingyi Hong
An Implicit Gradient-Type Method for Linearly Constrained Bilevel Problems. ICASSP (2022)
Ioannis C. Tsaknakis, Bhavya Kailkhura, Sijia Liu, Donald Loveland, James Diffenderfer, Anna Maria Hiszpanski, Mingyi Hong
Zeroth-Order SciML: Non-intrusive Integration of Scientific Software with Deep Learning. CoRR (2022)
Bingqing Song, Ioannis C. Tsaknakis, Chung-Yiu Yau, Hoi-To Wai, Mingyi Hong
Distributed Optimization for Overparameterized Problems: Achieving Optimal Dimension Independent Communication Complexity. NeurIPS (2022)
Ioannis C. Tsaknakis, Mingyi Hong
Finding First-Order Nash Equilibria of Zero-Sum Games with the Regularized Nikaido-Isoda Function. AISTATS (2021)
Songtao Lu, Ioannis C. Tsaknakis, Mingyi Hong, Yongxin Chen
Hybrid Block Successive Approximation for One-Sided Non-Convex Min-Max Problems: Algorithms and Applications. IEEE Trans. Signal Process. 68 (2020)
Ioannis C. Tsaknakis, Mingyi Hong, Sijia Liu
Decentralized Min-Max Optimization: Formulations, Algorithms and Applications in Network Poisoning Attack. ICASSP (2020)
Songtao Lu, Ioannis C. Tsaknakis, Mingyi Hong
Block Alternating Optimization for Non-convex Min-max Problems: Algorithms and Applications in Signal Processing and Communications. ICASSP (2019)
Ioannis C. Tsaknakis, Paris V. Giampouras, Athanasios A. Rontogiannis, Konstantinos D. Koutroumbas
A Computationally Efficient Tensor Completion Algorithm. IEEE Signal Process. Lett. 25 (8) (2018)