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export results for "toc:db/conf/automl/automl2023.bht:"
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@inproceedings{DBLP:conf/automl/00010A23,
author = {Chi Wang and
Xueqing Liu and
Ahmed Hassan Awadallah},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Cost-Effective Hyperparameter Optimization for Large Language Model
Generation Inference},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {21/1--17},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/wang23b.html},
timestamp = {Wed, 10 Apr 2024 18:16:37 +0200},
biburl = {https://dblp.org/rec/conf/automl/00010A23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/AachISRL23,
author = {Marcel Aach and
Eray Inanc and
Rakesh Sarma and
Morris Riedel and
Andreas Lintermann},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Optimal Resource Allocation for Early Stopping-based Neural Architecture
Search Methods},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {12/1--17},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/aach23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/AachISRL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/AkhauriA23,
author = {Yash Akhauri and
Mohamed S. Abdelfattah},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Multi-Predict: Few Shot Predictors For Efficient Neural Architecture
Search},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {23/1--23},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/akhauri23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/AkhauriA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/BenjaminsR0DL23,
author = {Carolin Benjamins and
Elena Raponi and
Anja Jankovic and
Carola Doerr and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Self-Adjusting Weighted Expected Improvement for Bayesian Optimization},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {6/1--50},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/benjamins23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/BenjaminsR0DL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/ChenHW23,
author = {Wuyang Chen and
Wei Huang and
Zhangyang Wang},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {"No Free Lunch" in Neural Architectures? {A} Joint Analysis of Expressivity,
Convergence, and Generalization},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {14/1--29},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/chen23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/ChenHW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/DimanovSRB23,
author = {Daniel Dimanov and
Colin Singleton and
Shahin Rostami and
Emili Balaguer{-}Ballester},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {{MEOW} - Multi-Objective Evolutionary Weapon Detection},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {5/1--20},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/dimanov23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/DimanovSRB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/Ericsson0H23,
author = {Linus Ericsson and
Da Li and
Timothy M. Hospedales},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Better Practices for Domain Adaptation},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {4/1--25},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/ericsson23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/Ericsson0H23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/FefferHHKRS23,
author = {Michael Feffer and
Martin Hirzel and
Samuel C. Hoffman and
Kiran Kate and
Parikshit Ram and
Avraham Shinnar},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Searching for Fairer Machine Learning Ensembles},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {17/1--19},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/feffer23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/FefferHHKRS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/FostiropoulosI23,
author = {Iordanis Fostiropoulos and
Laurent Itti},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {{ABLATOR:} Robust Horizontal-Scaling of Machine Learning Ablation
Experiments},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {19/1--15},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/fostiropoulos23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/FostiropoulosI23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/KerssiesV23,
author = {Tommie Kerssies and
Joaquin Vanschoren},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Neural Architecture Search for Visual Anomaly Segmentation},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {20/1--14},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/kerssies23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/KerssiesV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/KostovskaCV0NSK23,
author = {Ana Kostovska and
Gjorgjina Cenikj and
Diederick Vermetten and
Anja Jankovic and
Ana Nikolikj and
Urban Skvorc and
Peter Korosec and
Carola Doerr and
Tome Eftimov},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {{PS-AAS:} Portfolio Selection for Automated Algorithm Selection in
Black-Box Optimization},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {11/1--17},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/kostovska23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/KostovskaCV0NSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/LoniMAL23,
author = {Mohammad Loni and
Aditya Mohan and
Mehdi Asadi and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Learning Activation Functions for Sparse Neural Networks},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {16/1--19},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/loni23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/LoniMAL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/LopezLRCSOSF23,
author = {Roque Lopez and
Raoni Louren{\c{c}}o and
R{\'{e}}mi Rampin and
Sonia Castelo and
A{\'{e}}cio S. R. Santos and
Jorge Henrique Piazentin Ono and
Cl{\'{a}}udio T. Silva and
Juliana Freire},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {AlphaD3M: An Open-Source AutoML Library for Multiple {ML} Tasks},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {22/1--22},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/lopez23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/LopezLRCSOSF23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/MohanBWDL23,
author = {Aditya Mohan and
Carolin Benjamins and
Konrad Wienecke and
Alexander Dockhorn and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {AutoRL Hyperparameter Landscapes},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {13/1--27},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/mohan23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/MohanBWDL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/NavarroH023,
author = {Jos{\'{e}} Manuel Navarro and
Alexis Huet and
Dario Rossi},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Meta-Learning for Fast Model Recommendation in Unsupervised Multivariate
Time Series Anomaly Detection},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {24/1--19},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/navarro23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/NavarroH023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/PuruckerB23,
author = {Lennart Oswald Purucker and
Joeran Beel},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {{CMA-ES} for Post Hoc Ensembling in AutoML: {A} Great Success and
Salvageable Failure},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {1/1--23},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/purucker23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/PuruckerB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/PuruckerSABBH23,
author = {Lennart Oswald Purucker and
Lennart Schneider and
Marie Anastacio and
Joeran Beel and
Bernd Bischl and
Holger H. Hoos},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {{Q(D)O-ES:} Population-based Quality (Diversity) Optimisation for
Post Hoc Ensemble Selection in AutoML},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {10/1--34},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/purucker23b.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/PuruckerSABBH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/RoshtkhariTP23,
author = {Mehraveh Javan Roshtkhari and
Matthew Toews and
Marco Pedersoli},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Balanced Mixture of Supernets for Learning the {CNN} Pooling Architecture},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {8/1--23},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/roshtkhari23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/RoshtkhariTP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/SegelGTBL23,
author = {Sarah Segel and
Helena Graf and
Alexander Tornede and
Bernd Bischl and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Symbolic Explanations for Hyperparameter Optimization},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {2/1--22},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/segel23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/SegelGTBL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/ShchurTESSH023,
author = {Oleksandr Shchur and
Ali Caner T{\"{u}}rkmen and
Nick Erickson and
Huibin Shen and
Alexander Shirkov and
Tony Hu and
Bernie Wang},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {9/1--21},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/shchur23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/ShchurTESSH023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/ShenK23,
author = {Yihang Shen and
Carl Kingsford},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Computationally Efficient High-Dimensional Bayesian Optimization via
Variable Selection},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {15/1--27},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/shen23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/ShenK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/VermettenYBD23,
author = {Diederick Vermetten and
Furong Ye and
Thomas B{\"{a}}ck and
Carola Doerr},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {{MA-BBOB:} Many-Affine Combinations of {BBOB} Functions for Evaluating
AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {7/1--14},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/vermetten23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/VermettenYBD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/WangLXLLYYT23,
author = {Xiaoxing Wang and
Jiaxing Li and
Chao Xue and
Wei Liu and
Weifeng Liu and
Xiaokang Yang and
Junchi Yan and
Dacheng Tao},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Poisson Process for Bayesian Optimization},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {3/1--20},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/wang23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/WangLXLLYYT23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/XiangHXD023,
author = {Lichuan Xiang and
Rosco Hunter and
Minghao Xu and
Lukasz Dudziak and
Hongkai Wen},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Exploiting Network Compressibility and Topology in Zero-Cost {NAS}},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {18/1--14},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/xiang23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/XiangHXD023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/automl/2023,
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/2023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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