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Difan Deng
Difan Deng
Verified email at tnt.uni-hannover.de
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Year
Hyperparameter optimization: Foundations, algorithms, best practices, and open challenges
B Bischl, M Binder, M Lang, T Pielok, J Richter, S Coors, J Thomas, ...
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 13 (2 …, 2023
2552023
SMAC3: A versatile Bayesian optimization package for hyperparameter optimization
M Lindauer, K Eggensperger, M Feurer, A Biedenkapp, D Deng, ...
Journal of Machine Learning Research 23 (54), 1-9, 2022
2512022
AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks
A Tornede, D Deng, T Eimer, J Giovanelli, A Mohan, T Ruhkopf, S Segel, ...
arXiv preprint arXiv:2306.08107, 2023
162023
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization
J Guerrero-Viu, S Hauns, S Izquierdo, G Miotto, S Schrodi, A Biedenkapp, ...
arXiv preprint arXiv:2105.01015, 2021
152021
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization
S Izquierdo, J Guerrero-Viu, S Hauns, G Miotto, S Schrodi, A Biedenkapp, ...
8th ICML Workshop on Automated Machine Learning (AutoML), 2021
142021
Efficient automated deep learning for time series forecasting
D Deng, F Karl, F Hutter, B Bischl, M Lindauer
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022
102022
Literature on neural architecture search
D Deng, M Lindauer
82016
MASIF: Meta-learned Algorithm Selection using Implicit Fidelity Information
T Ruhkopf, A Mohan, D Deng, A Tornede, F Hutter, M Lindauer
Transactions on Machine Learning Research, 2022
62022
Hyperparameter optimization: Foundations, algorithms, best practices and open challenges. arXiv
B Bischl, M Binder, M Lang, T Pielok, J Richter, S Coors, J Thomas, ...
arXiv preprint arXiv:2107.05847, 2021
62021
Squirrel: A Switching Hyperparameter Optimizer
N Awad, G Shala, D Deng, N Mallik, M Feurer, K Eggensperger, ...
arXiv preprint arXiv:2012.08180, 2020
52020
Searching in the Forest for Local Bayesian Optimization
D Deng, M Lindauer
ECMLPKDD Workshop on Meta-Knowledge Transfer, 38-50, 2022
22022
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