| 2026 | COLT | Leveraging Similarities in Multi-Armed Bandits. | Khaled Eldowa, Thibaud Rahier, Augustin Cablant, Panayotis Mertikopoulos, Pierre Gaillard |
| 2025 | AISTATS | Tamed Langevin sampling under weaker conditions. | Iosif Lytras, Panayotis Mertikopoulos |
| 2025 | ICML | The Global Convergence Time of Stochastic Gradient Descent in Non-Convex Landscapes: Sharp Estimates via Large Deviations. | Wass Azizian, Franck Iutzeler, Jrme Malick, Panayotis Mertikopoulos |
| 2025 | ICML | The impact of uncertainty on regularized learning in games. | Pierre-Louis Cauvin, Davide Legacci, Panayotis Mertikopoulos |
| 2024 | ICML | What is the Long-Run Distribution of Stochastic Gradient Descent? A Large Deviations Analysis. | Wass Azizian, Franck Iutzeler, Jrme Malick, Panayotis Mertikopoulos |
| 2024 | ICML | The Computational Complexity of Finding Second-Order Stationary Points. | Andreas Kontogiannis, Vasilis Pollatos, Sotiris Kanellopoulos, Panayotis Mertikopoulos, Aris Pagourtzis, Ioannis Panageas |
| 2024 | ICML | A Geometric Decomposition of Finite Games: Convergence vs. Recurrence under Exponential Weights. | Davide Legacci, Panayotis Mertikopoulos, Bary S. R. Pradelski |
| 2022 | ALT | Asymptotic Degradation of Linear Regression Estimates with Strategic Data Sources. | Benjamin Roussillon, Nicolas Gast, Patrick Loiseau, Panayotis Mertikopoulos |
| 2022 | COLT | The Dynamics of Riemannian Robbins-Monro Algorithms. | Mohammad Reza Karimi, Ya-Ping Hsieh, Panayotis Mertikopoulos, Andreas Krause |
| 2022 | ICML | AdaGrad Avoids Saddle Points. | Kimon Antonakopoulos, Panayotis Mertikopoulos, Georgios Piliouras, Xiao Wang |
| 2022 | ICML | UnderGrad: A Universal Black-Box Optimization Method with Almost Dimension-Free Convergence Rate Guarantees. | Kimon Antonakopoulos, Dong Quan Vu, Volkan Cevher, Kfir Y. Levy, Panayotis Mertikopoulos |
| 2022 | ICML | Nested Bandits. | Matthieu Martin, Panayotis Mertikopoulos, Thibaud Rahier, Houssam Zenati |
| 2022 | WiOpt | Online convex optimization in wireless networks and beyond: The feedback-performance trade-off. | Elena Veronica Belmega, Panayotis Mertikopoulos, Romain Negrel |
| 2021 | COLT | The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities. | Wass Azizian, Franck Iutzeler, Jrme Malick, Panayotis Mertikopoulos |
| 2021 | COLT | Survival of the strictest: Stable and unstable equilibria under regularized learning with partial information. | Angeliki Giannou, Emmanouil-Vasileios Vlatakis-Gkaragkounis, Panayotis Mertikopoulos |
| 2021 | COLT | Adaptive Learning in Continuous Games: Optimal Regret Bounds and Convergence to Nash Equilibrium. | Yu-Guan Hsieh, Kimon Antonakopoulos, Panayotis Mertikopoulos |
| 2021 | ICLR | Adaptive Extra-Gradient Methods for Min-Max Optimization and Games. | Kimon Antonakopoulos, Elena Veronica Belmega, Panayotis Mertikopoulos |
| 2021 | ICML | Regret Minimization in Stochastic Non-Convex Learning via a Proximal-Gradient Approach. | Nadav Hallak, Panayotis Mertikopoulos, Volkan Cevher |
| 2021 | ICML | Zeroth-Order Non-Convex Learning via Hierarchical Dual Averaging. | Amlie Hliou, Matthieu Martin, Panayotis Mertikopoulos, Thibaud Rahier |
| 2021 | ICML | The Limits of Min-Max Optimization Algorithms: Convergence to Spurious Non-Critical Sets. | Ya-Ping Hsieh, Panayotis Mertikopoulos, Volkan Cevher |
| 2020 | ICLR | Online and stochastic optimization beyond Lipschitz continuity: A Riemannian approach. | Kimon Antonakopoulos, Elena Veronica Belmega, Panayotis Mertikopoulos |
| 2020 | ICML | A new regret analysis for Adam-type algorithms. | Ahmet Alacaoglu, Yura Malitsky, Panayotis Mertikopoulos, Volkan Cevher |
| 2020 | ICML | Gradient-free Online Learning in Continuous Games with Delayed Rewards. | Amlie Hliou, Panayotis Mertikopoulos, Zhengyuan Zhou |
| 2020 | ICML | Finite-Time Last-Iterate Convergence for Multi-Agent Learning in Games. | Tianyi Lin, Zhengyuan Zhou, Panayotis Mertikopoulos, Michael I. Jordan |
| 2019 | ICLR | Optimistic mirror descent in saddle-point problems: Going the extra (gradient) mile. | Panayotis Mertikopoulos, Bruno Lecouat, Houssam Zenati, Chuan-Sheng Foo, Vijay Chandrasekhar, Georgios Piliouras |
| 2019 | ICML | Cautious Regret Minimization: Online Optimization with Long-Term Budget Constraints. | Nikolaos Liakopoulos, Apostolos Destounis, Georgios S. Paschos, Thrasyvoulos Spyropoulos, Panayotis Mertikopoulos |
| 2019 | INFOCOM | Large-Scale Network Utility Maximization: Countering Exponential Growth with Exponentiated Gradients. | Luigi Vigneri, Georgios S. Paschos, Panayotis Mertikopoulos |
| 2018 | ICML | Distributed Asynchronous Optimization with Unbounded Delays: How Slow Can You Go? | Zhengyuan Zhou, Panayotis Mertikopoulos, Nicholas Bambos, Peter W. Glynn, Yinyu Ye, Li-Jia Li, Li Fei-Fei |
| 2018 | INFOCOM | A Resource Allocation Framework for Network Slicing. | Mathieu Leconte, Georgios S. Paschos, Panayotis Mertikopoulos, Ulas C. Kozat |
| 2018 | SODA | Cycles in Adversarial Regularized Learning. | Panayotis Mertikopoulos, Christos H. Papadimitriou, Georgios Piliouras |
| 2017 | GLOBECOM | Stable Power Control in Wireless Networks via Dual Averaging. | Zhengyuan Zhou, Panayotis Mertikopoulos, Aris L. Moustakas, Saied Mehdian, Nicholas Bambos, Peter W. Glynn |
| 2017 | PIMRC | Least action routing: Identifying the optimal path in a wireless relay network. | Aris L. Moustakas, Panayotis Mertikopoulos, Zhengyuan Zhou, Nick Bambos |
| 2017 | SAGT | Hedging Under Uncertainty: Regret Minimization Meets Exponentially Fast Convergence. | Johanne Cohen, Amlie Hliou, Panayotis Mertikopoulos |
| 2016 | GLOBECOM | Online Interference Mitigation via Learning in Dynamic IoT Environments. | Alexandre Marcastel, Elena Veronica Belmega, Panayotis Mertikopoulos, Inbar Fijalkow |
| 2016 | VTC | Online Power Allocation for Opportunistic Radio Access in Dynamic OFDM Networks. | Alexandre Marcastel, Elena Veronica Belmega, Panayotis Mertikopoulos, Inbar Fijalkow |
| 2015 | VTC | Energy-Efficient Power Allocation in Dynamic Multi-Carrier Systems. | Elena Veronica Belmega, Panayotis Mertikopoulos |
| 2015 | WiOpt | No more tears: A no-regret approach to power control in dynamically varying MIMO networks. | Ioannis Stiakogiannakis, Panayotis Mertikopoulos, Corinne Touati |
| 2014 | ISIT | Distributed optimization in multi-user MIMO systems with imperfect and delayed information. | Pierre Coucheney, Bruno Gaujal, Panayotis Mertikopoulos |
| 2014 | WiOpt | Energy-aware competitive link adaptation in small-cell networks. | Giacomo Bacci, Elena Veronica Belmega, Panayotis Mertikopoulos, Luca Sanguinetti |
| 2014 | WiOpt | Adaptive transmit policies for cost-efficient power allocation in multi-carrier systems. | Salvatore D'Oro, Panayotis Mertikopoulos, Aris L. Moustakas, Sergio Palazzo |
| 2013 | GECCO | Accelerating population-based search heuristics by adaptive resource allocation. | Joachim Lepping, Panayotis Mertikopoulos, Denis Trystram |
| 2013 | ISIT | Riemannian-geometric optimization methods for MIMO multiple access channels. | Panayotis Mertikopoulos, Aris L. Moustakas |
| 2012 | ISIT | Matrix exponential learning: Distributed optimization in MIMO systems. | Panayotis Mertikopoulos, Elena Veronica Belmega, Aris L. Moustakas |
| 2009 | ITW | Distribution of MIMO mutual information: A large deviations approach. | Pavlos Kazakopoulos, Panayotis Mertikopoulos, Aris L. Moustakas, Giuseppe Caire |
| 2008 | WiOpt | Vertical handover between wireless service providers. | Panayotis Mertikopoulos, Aris L. Moustakas, Nikos Dimitriou |