Hybrid niche Cultural Algorithm for numerical global optimization. - Mostafa Z. Ali; Noor H. Awad; Robert G. Reynolds (IEEE Congress on Evolutionary Computation, 2013)

Cultural Algorithm with improved local search for optimization problems. - Noor H. Awad; Mostafa Z. Ali; Rehab M. Duwairi (IEEE Congress on Evolutionary Computation, 2013)

Balancing search direction in cultural algorithm for enhanced global numerical optimization. - Mostafa Z. Ali; Noor H. Awad; Robert G. Reynolds (SIS, 2014)

A novel class of niche hybrid Cultural Algorithms for continuous engineering optimization. - Mostafa Z. Ali; Noor H. Awad (Inf. Sci., 2014)

Cluster-Based Differential Evolution with Heterogeneous Influence for numerical optimization. - Mostafa Z. Ali; Noor H. Awad; Rehab Duwairi; Jafar Albadarneh; Robert G. Reynolds; Ponnuthurai N. Suganthan (CEC, 2015)

A Differential Evolution algorithm with success-based parameter adaptation for CEC2015 learning-based optimization. - Noor H. Awad; Mostafa Z. Ali; Robert G. Reynolds (CEC, 2015)

Multi-population differential evolution with balanced ensemble of mutation strategies for large-scale global optimization. - Mostafa Z. Ali; Noor H. Awad; Ponnuthurai N. Suganthan (Appl. Soft Comput., 2015)

Differential evolution with stochastic fractal search algorithm for global numerical optimization. - Noor H. Awad; Mostafa Z. Ali; Ponnuthurai N. Suganthan; Edward Jaser (CEC, 2016)

An ensemble sinusoidal parameter adaptation incorporated with L-SHADE for solving CEC2014 benchmark problems. - Noor H. Awad; Mostafa Z. Ali; Ponnuthurai N. Suganthan; Robert G. Reynolds (CEC, 2016)

A novel hybrid Cultural Algorithms framework with trajectory-based search for global numerical optimization. - Mostafa Z. Ali; Noor H. Awad; Ponnuthurai N. Suganthan; Rehab M. Duwairi; Robert G. Reynolds (Inf. Sci., 2016)

A decremental stochastic fractal differential evolution for global numerical optimization. - Noor H. Awad; Mostafa Z. Ali; Ponnuthurai N. Suganthan; Edward Jaser (Inf. Sci., 2016)

A modified cultural algorithm with a balanced performance for the differential evolution frameworks. - Mostafa Z. Ali; Noor H. Awad; Ponnuthurai N. Suganthan; Robert G. Reynolds (Knowl. Based Syst., 2016)

Ensemble sinusoidal differential covariance matrix adaptation with Euclidean neighborhood for solving CEC2017 benchmark problems. - Noor H. Awad; Mostafa Z. Ali; Ponnuthurai N. Suganthan (CEC, 2017)

A novel differential crossover strategy based on covariance matrix learning with Euclidean neighborhood for solving real-world problems. - Noor H. Awad; Mostafa Z. Ali; Ponnuthurai N. Suganthan; Robert G. Reynolds; Ali M. Shatnawi (CEC, 2017)

Minimizing THD of multilevel inverters with optimal values of DC voltages and switching angles using LSHADE-EpSin algorithm. - Partha P. Biswas; Noor H. Awad; Ponnuthurai N. Suganthan; Mostafa Z. Ali; Gehan A. J. Amaratunga (CEC, 2017)

CADE: A hybridization of Cultural Algorithm and Differential Evolution for numerical optimization. - Noor H. Awad; Mostafa Z. Ali; Ponnuthurai N. Suganthan; Robert G. Reynolds (Inf. Sci., 2017)

Multi-objective differential evolution based on normalization and improved mutation strategy. - Noor H. Awad; Mostafa Z. Ali; Rehab M. Duwairi (Nat. Comput., 2017)

An Adaptive Multipopulation Differential Evolution With Dynamic Population Reduction. - Mostafa Z. Ali; Noor H. Awad; Ponnuthurai Nagaratnam Suganthan; Robert G. Reynolds (IEEE Trans. Cybern., 2017)

Differential Evolution with Stochastic Selection for Uncertain Environments: A Smart Grid Application. - Vikas Palakonda; Noor H. Awad; Rammohan Mallipeddi; Mostafa Z. Ali; Kalyana C. Veluvolu; Ponnuthurai N. Suganthan (CEC, 2018)

An improved class of real-coded Genetic Algorithms for numerical optimization✰. - Mostafa Z. Ali; Noor H. Awad; Ponnuthurai N. Suganthan; Ali M. Shatnawi; Robert G. Reynolds (Neurocomputing, 2018)

A balanced fuzzy Cultural Algorithm with a modified Levy flight search for real parameter optimization. - Mostafa Z. Ali; Noor H. Awad; Robert G. Reynolds; Ponnuthurai N. Suganthan (Inf. Sci., 2018)

An improved differential evolution algorithm using efficient adapted surrogate model for numerical optimization. - Noor H. Awad; Mostafa Z. Ali; Rammohan Mallipeddi; Ponnuthurai N. Suganthan (Inf. Sci., 2018)

Ensemble of parameters in a sinusoidal differential evolution with niching-based population reduction. - Noor H. Awad; Mostafa Z. Ali; Ponnuthurai N. Suganthan (Swarm Evol. Comput., 2018)

An Evolution Strategy with Progressive Episode Lengths for Playing Games. - Lior Fuks; Noor H. Awad; Frank Hutter; Marius Lindauer (IJCAI, 2019)

An efficient Differential Evolution algorithm for stochastic OPF based active-reactive power dispatch problem considering renewable generators. - Noor H. Awad; Mostafa Z. Ali; Rammohan Mallipeddi; Ponnuthurai N. Suganthan (Appl. Soft Comput., 2019)

Neural Architecture Evolution in Deep Reinforcement Learning for Continuous Control. - Jörg K. H. Franke; Gregor Köhler; Noor H. Awad; Frank Hutter (CoRR, 2019)

Evaluating the Performance of Adaptive GainingSharing Knowledge Based Algorithm on CEC 2020 Benchmark Problems. - Ali Wagdy Mohamed; Anas A. Hadi; Ali Khater Mohamed 001; Noor H. Awad (CEC, 2020)

Learning Step-Size Adaptation in CMA-ES. - Gresa Shala; André Biedenkapp; Noor H. Awad; Steven Adriaensen; Marius Lindauer; Frank Hutter (PPSN (1), 2020)

Differential Evolution for Neural Architecture Search. - Noor H. Awad; Neeratyoy Mallik; Frank Hutter (CoRR, 2020)

Squirrel: A Switching Hyperparameter Optimizer. - Noor H. Awad; Gresa Shala; Difan Deng; Neeratyoy Mallik; Matthias Feurer; Katharina Eggensperger; André Biedenkapp; Diederick Vermetten; Hao Wang 025; Carola Doerr; Marius Lindauer; Frank Hutter (CoRR, 2020)

DEHB: Evolutionary Hyberband for Scalable, Robust and Efficient Hyperparameter Optimization. - Noor H. Awad; Neeratyoy Mallik; Frank Hutter (IJCAI, 2021)

HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO. - Katharina Eggensperger; Philipp Müller 008; Neeratyoy Mallik; Matthias Feurer; René Sass; Aaron Klein; Noor H. Awad; Marius Lindauer; Frank Hutter (NeurIPS Datasets and Benchmarks, 2021)

Multi-objective Tree-structured Parzen Estimator Meets Meta-learning. - Shuhei Watanabe; Noor H. Awad; Masaki Onishi; Frank Hutter (CoRR, 2022)

Automated Dynamic Algorithm Configuration. - Steven Adriaensen; André Biedenkapp; Gresa Shala; Noor H. Awad; Theresa Eimer; Marius Lindauer; Frank Hutter (J. Artif. Intell. Res., 2022)

Speeding Up Multi-Objective Hyperparameter Optimization by Task Similarity-Based Meta-Learning for the Tree-Structured Parzen Estimator. - Shuhei Watanabe; Noor H. Awad; Masaki Onishi; Frank Hutter (IJCAI, 2023)

MO-DEHB: Evolutionary-based Hyperband for Multi-Objective Optimization. - Noor H. Awad; Ayushi Sharma; Philipp Muller; Janek Thomas; Frank Hutter (CoRR, 2023)

A Human-in-the-Loop Fairness-Aware Model Selection Framework for Complex Fairness Objective Landscapes. - Jake Robertson; Thorsten Schmidt; Frank Hutter; Noor H. Awad (AIES (1), 2024)

Inferring Behavior-Specific Context Improves Zero-Shot Generalization in Reinforcement Learning. - Tidiane Camaret Ndir; André Biedenkapp; Noor H. Awad (CoRR, 2024)

FairPFN: Transformers Can do Counterfactual Fairness. - Jake Robertson; Noah Hollmann; Noor H. Awad; Frank Hutter (CoRR, 2024)

CANDID DAC: Leveraging Coupled Action Dimensions with Importance Differences in DAC. - Philipp Bordne; M. Asif Hasan; Eddie Bergman; Noor H. Awad; André Biedenkapp (CoRR, 2024)

Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML. - Hilde J. P. Weerts; Florian Pfisterer; Matthias Feurer; Katharina Eggensperger; Edward Bergman; Noor H. Awad; Joaquin Vanschoren; Mykola Pechenizkiy; Bernd Bischl; Frank Hutter (J. Artif. Intell. Res., 2024)

Meta-learning Population-based Methods for Reinforcement Learning. - Johannes Hog; Raghu Rajan; André Biedenkapp; Noor H. Awad; Frank Hutter; Vu Nguyen (Trans. Mach. Learn. Res., 2025)

A Llama walks into the 'Bar': Efficient Supervised Fine-Tuning for Legal Reasoning in the Multi-state Bar Exam. - Rean Fernandes; André Biedenkapp; Frank Hutter; Noor H. Awad (CoRR, 2025)

FairPFN: A Tabular Foundation Model for Causal Fairness. - Jake Robertson; Noah Hollmann; Samuel Müller 005; Noor H. Awad; Frank Hutter (CoRR, 2025)