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@@ -127,3 +127,68 @@ For referencing to Kernel Tuner's capabilities in measuring and optimizing energ
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year = {2022},
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url = {https://arxiv.org/abs/2211.07260}
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}
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For referencing to Kernel Tuner's capabilities super fast search space generation using constraint satisfaction problem solving, please cite the following:
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.. code:: latex
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@inproceedings{willemsen2025efficient,
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title={Efficient construction of large search spaces for auto-tuning},
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author={Willemsen, Floris-Jan and van Nieuwpoort, Rob V and van Werkhoven, Ben},
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booktitle={Proceedings of the 54th International Conference on Parallel Processing},
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pages={668--677},
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year={2025}
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}
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For referencing to Kernel Tuner's optimization algorithms hyperparameters and their tuning procedure, please cite the following:
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.. code:: latex
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@inproceedings{willemsen2025tuning,
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title={Tuning the Tuner: Introducing Hyperparameter Optimization for Auto-Tuning},
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author={Willemsen, Floris-Jan and van Nieuwpoort, Rob V and van Werkhoven, Ben},
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booktitle={2025 IEEE International Conference on eScience (eScience)},
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pages={213--222},
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year={2025},
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organization={IEEE}
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}
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For referencing to Kernel Tuner's optimization algorithm's capabilities to work with constrained search spaces, please cite the following:
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.. code:: latex
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@inproceedings{willemsen2026constraint,
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title={Constraint-aware Optimization in Auto-Tuning},
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author={Willemsen, Floris-Jan and Heldens, Stijn and van Nieuwpoort, Rob V and van Werkhoven, Ben},
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booktitle={International Workshop on Automatic Performance Tuning (iWAPT)},
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year={2026}
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}
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For referencing to Kernel Tuner's optimization algorithms that were automatically generated using LLMs, please cite the following:
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.. code:: latex
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@inproceedings{willemsen2026automated,
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title={Automated Algorithm Design for Auto-Tuning Optimizers},
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author={Willemsen, Floris-Jan and van Stein, Niki and van Werkhoven, Ben},
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booktitle={Ninth Conference on Machine Learning and Systems},
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year={2026},
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url={https://openreview.net/forum?id=qKlHJCbY6m}
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}
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For referencing to Kernel Tuner's capabilities in accuracy-aware tuning of mixed-precision GPU kernels, please cite the following:
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.. code:: latex
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@article{heldens2026accuracy,
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title={Accuracy-Aware Mixed-Precision GPU Auto-Tuning},
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author={Heldens, Stijn and van Werkhoven, Ben},
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journal={IEEE Transactions on Parallel and Distributed Systems},
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year={2026},
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publisher={IEEE}
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}

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