| First-order methods almost always avoid strict saddle points JD Lee, I Panageas, G Piliouras, M Simchowitz, MI Jordan, B Recht Mathematical programming 176 (1-2), 311-337, 2019 | 173* | 2019 |
| Gradient descent only converges to minimizers: Non-isolated critical points and invariant regions I Panageas, G Piliouras Proceedings of the Conference on Innovations in Theoretical Computer Science, 2017 | 121* | 2017 |
| The limit points of (optimistic) gradient descent in min-max optimization C Daskalakis, I Panageas Advances in Neural Information Processing Systems 31, 9236-9246, 2018 | 107 | 2018 |
| Multiplicative Weights Update with Constant Step-Size in Congestion Games: Convergence, Limit Cycles and Chaos G Palaiopanos, I Panageas, G Piliouras 31st Annual Conference on Neural Information Processing Systems, 2017 | 74 | 2017 |
| Last-iterate convergence: Zero-sum games and constrained min-max optimization C Daskalakis, I Panageas Proceedings of the Conference on Innovations in Theoretical Computer Science, 2019 | 51 | 2019 |
| Natural selection as an inhibitor of genetic diversity: Multiplicative weights updates algorithm and a conjecture of haploid genetics [working paper abstract] R Mehta, I Panageas, G Piliouras Proceedings of the 2015 Conference on Innovations in Theoretical Computer …, 2015 | 50 | 2015 |
| Average case performance of replicator dynamics in potential games via computing regions of attraction I Panageas, G Piliouras Proceedings of the 2016 ACM Conference on Economics and Computation, 703-720, 2016 | 33* | 2016 |
| Mutation, sexual reproduction and survival in dynamic environments R Mehta, I Panageas, G Piliouras, P Tetali, VV Vazirani Proceedings of the 2017 Conference on Innovations in Theoretical Computer …, 2015 | 15* | 2015 |
| Cycles in zero-sum differential games and biological diversity T Mai, M Mihail, I Panageas, W Ratcliff, V Vazirani, P Yunker Proceedings of the 2018 ACM Conference on Economics and Computation, 339-350, 2018 | 14* | 2018 |
| First-order methods almost always avoid saddle points: The case of vanishing step-sizes I Panageas, G Piliouras, X Wang arXiv preprint arXiv:1906.07772, 2019 | 12 | 2019 |
| Regression from dependent observations C Daskalakis, N Dikkala, I Panageas Proceedings of the 51st Annual ACM symposium on Theory of Computing, 2019 | 12 | 2019 |
| The computational complexity of genetic diversity R Mehta, I Panageas, G Piliouras, S Yazdanbod 24th Annual European Symposium on Algorithms (ESA 2016), 2016 | 12* | 2016 |
| Support-theoretic subgraph preconditioners for large-scale SLAM YD Jian, D Balcan, I Panageas, P Tetali, F Dellaert 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, 9-16, 2013 | 10 | 2013 |
| Depth-Width Trade-offs for ReLU Networks via Sharkovsky's Theorem V Chatziafratis, SG Nagarajan, I Panageas, X Wang arXiv preprint arXiv:1912.04378, 2019 | 9 | 2019 |
| Evolutionary dynamics in finite populations mix rapidly I Panageas, P Srivastava, NK Vishnoi Proceedings of the twenty-seventh annual ACM-SIAM symposium on Discrete …, 2016 | 8 | 2016 |
| Multiplicative Weights Updates as a distributed constrained optimization algorithm: Convergence to second-order stationary points almost always I Panageas, G Piliouras, X Wang Proceedings of the 36th International Conference on Machine Learning, 4961-4969, 2019 | 7 | 2019 |
| Opinion dynamics in networks: Convergence, stability and lack of explosion T Mai, I Panageas, VV Vazirani Proceedings of the 44th International Colloquium on Automata, Languages, and …, 2016 | 7 | 2016 |
| Last iterate convergence in no-regret learning: constrained min-max optimization for convex-concave landscapes Q Lei, SG Nagarajan, I Panageas, X Wang International Conference on Artificial Intelligence and Statistics, 1441-1449, 2021 | 6 | 2021 |
| On the Analysis of EM for truncated mixtures of two Gaussians SG Nagarajan, I Panageas Algorithmic Learning Theory, 634-659, 2020 | 6* | 2020 |
| Mixing time of Markov chains, dynamical systems and evolution I Panageas, NK Vishnoi 43rd International Colloquium on Automata, Languages, and Programming (ICALP …, 2016 | 6 | 2016 |
Georgios PiliourasSingapore University of Technology and DesignBestätigte E-Mail-Adresse bei sutd.edu.sg
