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cs.NE2026
Confidence-based Ranking with Adaptive Sampling for Noisy Black-Box Optimisation
Enrico Halim, Hemant Kumar Singh, Tapabrata Ray
Real-world optimization problems often involve black-box functions and uncertainties in their evaluation, widely referred to as noisy optimization problems (NOPs). Evolutionary alg…
cs.NE2024
Pareto Set Prediction Assisted Bilevel Multi-objective Optimization
Bing Wang, Hemant K. Singh, Tapabrata Ray
Bilevel optimization problems comprise an upper level optimization task that contains a lower level optimization task as a constraint. While there is a significant and growing lite…
cs.NE2024
Decomposition of Difficulties in Complex Optimization Problems Using a Bilevel Approach
Ankur Sinha, Dhaval Pujara, Hemant Kumar Singh
Practical optimization problems may contain different kinds of difficulties that are often not tractable if one relies on a particular optimization method. Different optimization a…