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Ilya Loshchilov
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Decoupled Weight Decay Regularization
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2019), 2018
16083*2018
SGDR: stochastic gradient descent with warm restarts
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2017), 2016
71412016
A downsampled variant of imagenet as an alternative to the cifar datasets
P Chrabaszcz, I Loshchilov, F Hutter
arXiv preprint arXiv:1707.08819, 2017
5662017
CMA-ES for Hyperparameter Optimization of Deep Neural Networks
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2016). Workshop …, 2016
3662016
Online batch selection for faster training of neural networks
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2016). Workshop …, 2015
2992015
CMA-ES with restarts for solving CEC 2013 benchmark problems
I Loshchilov
2013 IEEE Congress on Evolutionary Computation, 369-376, 2013
1692013
Back to basics: Benchmarking canonical evolution strategies for playing atari
P Chrabaszcz, I Loshchilov, F Hutter
arXiv preprint arXiv:1802.08842, 2018
1202018
RoboGen: Robot Generation through Artificial Evolution
JE Auerbach, D Aydin, A Maesani, PM Kornatowski, T Cieslewski, G Heitz, ...
ALIFE 14: The Fourteenth Conference on the Synthesis and Simulation of …, 2014
1182014
A mono surrogate for multiobjective optimization
I Loshchilov, M Schoenauer, M Sebag
Proceedings of the 12th annual conference on Genetic and evolutionary …, 2010
1112010
Comparison-based optimizers need comparison-based surrogates
I Loshchilov, M Schoenauer, M Sebag
Parallel Problem Solving from Nature–PPSN XI, 364-373, 2011
1092011
Self-adaptive surrogate-assisted covariance matrix adaptation evolution strategy
I Loshchilov, M Schoenauer, M Sebag
Proceedings of the 14th annual conference on Genetic and evolutionary …, 2012
1062012
A Computationally Efficient Limited Memory CMA-ES for Large Scale Optimization
I Loshchilov
Proceeding of the sixteenth annual conference on Genetic and Evolutionary …, 2014
1002014
Large scale black-box optimization by limited-memory matrix adaptation
I Loshchilov, T Glasmachers, HG Beyer
IEEE Transactions on Evolutionary Computation 23 (2), 353-358, 2018
81*2018
Evolutionary computation for wind farm layout optimization
D Wilson, S Rodrigues, C Segura, I Loshchilov, F Hutter, GL Buenfil, ...
Renewable energy 126, 681-691, 2018
762018
BI-population CMA-ES Algorithms with Surrogate Models and Line Searches
I Loshchilov, M Schoenauer, M Sebag
BBOB workshop of Genetic and Evolutionary Computation Conference (GECCO 2013), 2013
722013
Adaptive coordinate descent
I Loshchilov, M Schoenauer, M Sebag
Proceedings of the 13th annual conference on Genetic and evolutionary …, 2011
692011
LM-CMA: an Alternative to L-BFGS for Large Scale Black-box Optimization
I Loshchilov
Evolutionary computation, MIT Press, 2015
682015
Intensive Surrogate Model Exploitation in Self-adaptive Surrogate-assisted CMA-ES (saACM-ES)
I Loshchilov, M Schoenauer, M Sebag
Proceeding of the fifteenth annual conference on Genetic and evolutionary …, 2013
502013
Alternative restart strategies for CMA-ES
I Loshchilov, M Schoenauer, M Sebag
International Conference on Parallel Problem Solving from Nature, 296-305, 2012
452012
Dominance-based pareto-surrogate for multi-objective optimization
I Loshchilov, M Schoenauer, M Sebag
Simulated Evolution and Learning, 230-239, 2010
452010
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