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Ioannis Panageas
Ioannis Panageas
Dirección de correo verificada de ics.uci.edu - Página principal
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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
2382019
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
1812018
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
145*2017
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
882017
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
852019
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
552015
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
36*2016
First-order methods almost always avoid saddle points: The case of vanishing step-sizes
I Panageas, G Piliouras, X Wang
Advances in Neural Information Processing Systems 32, 2019
272019
Regression from dependent observations
C Daskalakis, N Dikkala, I Panageas
Proceedings of the 51st Annual ACM symposium on Theory of Computing, 2019
242019
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
182021
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
182019
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
16*2018
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
16*2015
The computational complexity of genetic diversity
R Mehta, I Panageas, G Piliouras, S Yazdanbod
24th Annual European Symposium on Algorithms (ESA 2016), 2016
13*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
112019
Global convergence of multi-agent policy gradient in markov potential games
S Leonardos, W Overman, I Panageas, G Piliouras
arXiv preprint arXiv:2106.01969, 2021
102021
Logistic regression with peer-group effects via inference in higher-order Ising models
C Daskalakis, N Dikkala, I Panageas
International Conference on Artificial Intelligence and Statistics, 3653-3663, 2020
102020
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
102013
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
82016
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
82016
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