A mono surrogate for multiobjective optimization. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO, 2010)

A pareto-compliant surrogate approach for multiobjective optimization. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO (Companion), 2010)

Comparison-Based Optimizers Need Comparison-Based Surrogates. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (PPSN (1), 2010)

Dominance-Based Pareto-Surrogate for Multi-Objective Optimization. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (SEAL, 2010)

Not All Parents Are Equal for MO-CMA-ES. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (EMO, 2011)

Adaptive coordinate descent. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO, 2011)

Self-adaptive surrogate-assisted covariance matrix adaptation evolution strategy. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO, 2012)

Black-box optimization benchmarking of IPOP-saACM-ES and BIPOP-saACM-ES on the BBOB-2012 noiseless testbed. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO (Companion), 2012)

Black-box optimization benchmarking of IPOP-saACM-ES on the BBOB-2012 noisy testbed. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO (Companion), 2012)

Black-box optimization benchmarking of NIPOP-aCMA-ES and NBIPOP-aCMA-ES on the BBOB-2012 noiseless testbed. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO (Companion), 2012)

Alternative Restart Strategies for CMA-ES. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (PPSN (1), 2012)

Fast Adaptive Object Detection towards a Smart Environment by a Mobile Robot. - Shigeru Takano; Ilya Loshchilov; David Meunier; Michèle Sebag; Einoshin Suzuki (AmI, 2013)

CMA-ES with restarts for solving CEC 2013 benchmark problems. - Ilya Loshchilov (IEEE Congress on Evolutionary Computation, 2013)

Intensive surrogate model exploitation in self-adaptive surrogate-assisted cma-es (saacm-es). - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO, 2013)

Bi-population CMA-ES agorithms with surrogate models and line searches. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (GECCO (Companion), 2013)

KL-based Control of the Learning Schedule for Surrogate Black-Box Optimization. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag (CoRR, 2013)

Surrogate-Assisted Evolutionary Algorithms. - Ilya Loshchilov (2013)

RoboGen: Robot Generation through Artificial Evolution. - Joshua Evan Auerbach; Deniz Aydin; Andrea Maesani; Przemyslaw Kornatowski; Titus Cieslewski; Gregoire Heitz; Pradeep Fernando; Ilya Loshchilov; Ludovic Daler; Dario Floreano (ALIFE, 2014)

A computationally efficient limited memory CMA-ES for large scale optimization. - Ilya Loshchilov (GECCO, 2014)

Maximum Likelihood-Based Online Adaptation of Hyper-Parameters in CMA-ES. - Ilya Loshchilov; Marc Schoenauer; Michèle Sebag; Nikolaus Hansen (PPSN, 2014)

Online Batch Selection for Faster Training of Neural Networks. - Ilya Loshchilov; Frank Hutter (CoRR, 2015)

Anytime Bi-Objective Optimization with a Hybrid Multi-Objective CMA-ES (HMO-CMA-ES). - Ilya Loshchilov; Tobias Glasmachers (GECCO (Companion), 2016)

CMA-ES for Hyperparameter Optimization of Deep Neural Networks. - Ilya Loshchilov; Frank Hutter (CoRR, 2016)

SGDR: Stochastic Gradient Descent with Restarts. - Ilya Loshchilov; Frank Hutter (CoRR, 2016)

SGDR: Stochastic Gradient Descent with Warm Restarts. - Ilya Loshchilov; Frank Hutter (ICLR (Poster), 2017)

A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets. - Patryk Chrabaszcz; Ilya Loshchilov; Frank Hutter (CoRR, 2017)

Limited-Memory Matrix Adaptation for Large Scale Black-box Optimization. - Ilya Loshchilov; Tobias Glasmachers; Hans-Georg Beyer (CoRR, 2017)

Fixing Weight Decay Regularization in Adam. - Ilya Loshchilov; Frank Hutter (CoRR, 2017)

LM-CMA: An Alternative to L-BFGS for Large-Scale Black Box Optimization. - Ilya Loshchilov (Evol. Comput., 2017)

Summary of evolutionary computation for wind farm layout optimization. - Dennis G. Wilson; Silvio Rodrigues; Carlos Segura; Ilya Loshchilov; Frank Hutter; Guillermo López Buenfil; Ahmed Kheiri; Ed Keedwell; Mario Ocampo-Pineda; Ender Özcan; Sergio Iwan Valdez Pea; Brian Goldman; et al. (GECCO (Companion), 2018)

Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari. - Patryk Chrabaszcz; Ilya Loshchilov; Frank Hutter (IJCAI, 2018)

Decoupled Weight Decay Regularization. - Ilya Loshchilov; Frank Hutter (ICLR (Poster), 2019)

Large Scale Black-Box Optimization by Limited-Memory Matrix Adaptation. - Ilya Loshchilov; Tobias Glasmachers; Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2019)

Weight Norm Control. - Ilya Loshchilov (CoRR, 2023)

nGPT: Normalized Transformer with Representation Learning on the Hypersphere. - Ilya Loshchilov; Cheng-Ping Hsieh; Simeng Sun; Boris Ginsburg (ICLR, 2025)