![Algorithm selection for black-box continuous optimization problems: A survey on methods and challenges - ScienceDirect Algorithm selection for black-box continuous optimization problems: A survey on methods and challenges - ScienceDirect](https://ars.els-cdn.com/content/image/1-s2.0-S0020025515003680-gr10.jpg)
Algorithm selection for black-box continuous optimization problems: A survey on methods and challenges - ScienceDirect
![Efficient strategies for constrained black-box optimization by intrinsically linear approximation (CBOILA) | SpringerLink Efficient strategies for constrained black-box optimization by intrinsically linear approximation (CBOILA) | SpringerLink](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs00366-020-01160-2/MediaObjects/366_2020_1160_Fig1_HTML.png)
Efficient strategies for constrained black-box optimization by intrinsically linear approximation (CBOILA) | SpringerLink
![PDF] A New Framework for Combining Global and Local Methods in Black Box Optimization | Semantic Scholar PDF] A New Framework for Combining Global and Local Methods in Black Box Optimization | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/e24ef93f120b557b9614c1ce0b5473cabe1cf360/4-Figure1-1.png)
PDF] A New Framework for Combining Global and Local Methods in Black Box Optimization | Semantic Scholar
Koji Tsuda on Twitter: "CONBQA (pronounced as kombucha) leverages @dwavesys quantum annealer to accelerate CONTINUOUS black-box optimization! Better than GP in high dim. Possibly useful in materials design and hyperparameter tuning. @tnksh
Theory of Iterative Optimization Heuristics: From Black-Box Complexity over Algorithm Design to Parameter Control
![Evolutionary Black-Box Topology Optimization: Challenges and Promises | The Computational Design & Fabrication Group Evolutionary Black-Box Topology Optimization: Challenges and Promises | The Computational Design & Fabrication Group](https://cdfg.mit.edu/assets/images/image_evolutionary-black-box-topology.png)
Evolutionary Black-Box Topology Optimization: Challenges and Promises | The Computational Design & Fabrication Group
![Derivative-Free and Blackbox Optimization (Springer Series in Operations Research and Financial Engineering): Audet, Charles, Hare, Warren: 9783319689128: Amazon.com: Books Derivative-Free and Blackbox Optimization (Springer Series in Operations Research and Financial Engineering): Audet, Charles, Hare, Warren: 9783319689128: Amazon.com: Books](https://m.media-amazon.com/images/I/61KYsLl86wL._AC_UF1000,1000_QL80_.jpg)
Derivative-Free and Blackbox Optimization (Springer Series in Operations Research and Financial Engineering): Audet, Charles, Hare, Warren: 9783319689128: Amazon.com: Books
![Combinatorial Optimization as a Layer / Blackbox Differentiation | Autonomous Learning - Max Planck Institute for Intelligent Systems Combinatorial Optimization as a Layer / Blackbox Differentiation | Autonomous Learning - Max Planck Institute for Intelligent Systems](https://al.is.mpg.de/uploads/research_project/image/394/bboxgrad_collage.png)
Combinatorial Optimization as a Layer / Blackbox Differentiation | Autonomous Learning - Max Planck Institute for Intelligent Systems
![PDF] Continuous black-box optimization with quantum annealing and random subspace coding | Semantic Scholar PDF] Continuous black-box optimization with quantum annealing and random subspace coding | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/b93a1cc19418f4bdce35a7a4734d7ee569ef3120/2-Figure1-1.png)
PDF] Continuous black-box optimization with quantum annealing and random subspace coding | Semantic Scholar
![Introduction to Kurobako: A Benchmark Tool for Hyperparameter Optimization Algorithms - Preferred Networks Research & Development Introduction to Kurobako: A Benchmark Tool for Hyperparameter Optimization Algorithms - Preferred Networks Research & Development](https://tech.preferred.jp/wp-content/uploads/2020/01/figure1.png)