Ilya Loshchilov
TitleCited byYear
SGDR: stochastic gradient descent with warm restarts
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2017), 2016
5412016
Decoupled Weight Decay Regularization
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2019), 2018
152*2018
CMA-ES with restarts for solving CEC 2013 benchmark problems
I Loshchilov
2013 IEEE Congress on Evolutionary Computation, 369-376, 2013
1042013
CMA-ES for Hyperparameter Optimization of Deep Neural Networks
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2016). Workshopá…, 2016
102*2016
Online batch selection for faster training of neural networks
I Loshchilov, F Hutter
International Conference on Learning Representations (ICLR 2016). Workshopá…, 2015
862015
A downsampled variant of imagenet as an alternative to the cifar datasets
P Chrabaszcz, I Loshchilov, F Hutter
arXiv preprint arXiv:1707.08819, 2017
792017
Self-adaptive surrogate-assisted covariance matrix adaptation evolution strategy
I Loshchilov, M Schoenauer, M Sebag
Proceedings of the 14th annual conference on Genetic and evolutionaryá…, 2012
602012
Comparison-based optimizers need comparison-based surrogates
I Loshchilov, M Schoenauer, M Sebag
Parallel Problem Solving from Nature–PPSN XI, 364-373, 2011
562011
A mono surrogate for multiobjective optimization
I Loshchilov, M Schoenauer, M Sebag
Proceedings of the 12th annual conference on Genetic and evolutionaryá…, 2010
562010
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 ofá…, 2014
412014
A Computationally Efficient Limited Memory CMA-ES for Large Scale Optimization
I Loshchilov
Proceeding of the sixteenth annual conference on Genetic and Evolutionaryá…, 2014
392014
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
362013
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 evolutionaryá…, 2013
352013
Dominance-based pareto-surrogate for multi-objective optimization
I Loshchilov, M Schoenauer, M Sebag
Simulated Evolution and Learning, 230-239, 2010
332010
Alternative restart strategies for CMA-ES
I Loshchilov, M Schoenauer, M Sebag
International Conference on Parallel Problem Solving from Nature, 296-305, 2012
322012
Adaptive coordinate descent
I Loshchilov, M Schoenauer, M Sebag
Proceedings of the 13th annual conference on Genetic and evolutionaryá…, 2011
322011
LM-CMA: an Alternative to L-BFGS for Large Scale Black-box Optimization
I Loshchilov
Evolutionary computation, MIT Press, 2015
292015
Surrogate-Assisted Evolutionary Algorithms
I Loshchilov
PhD Thesis. UniversitÚ Paris Sud-Paris XI, 2013
272013
Back to basics: Benchmarking canonical evolution strategies for playing atari
P Chrabaszcz, I Loshchilov, F Hutter
arXiv preprint arXiv:1802.08842, 2018
232018
Black-box optimization benchmarking of IPOP-saACM-ES on the BBOB-2012 noisy testbed
I Loshchilov, M Schoenauer, M Sebag
BBOB workshop of Proceedings of the fourteenth international conference oná…, 2012
21*2012
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Articles 1–20