Zobrazeno 1 - 10
of 398
pro vyhledávání: '"JANOWSKI, MACIEJ"'
Autor:
Mallik, Neeratyoy, Janowski, Maciej, Hog, Johannes, Rakotoarison, Herilalaina, Klein, Aaron, Grabocka, Josif, Hutter, Frank
Scaling model sizes to scale performance has worked remarkably well for the current large language models paradigm. The research and empirical findings of various scaling studies led to novel scaling results and laws that guides subsequent research.
Externí odkaz:
http://arxiv.org/abs/2411.07340
Autor:
Arango, Sebastian Pineda, Janowski, Maciej, Purucker, Lennart, Zela, Arber, Hutter, Frank, Grabocka, Josif
Finetuning is a common practice widespread across different communities to adapt pretrained models to particular tasks. Text classification is one of these tasks for which many pretrained models are available. On the other hand, ensembles of neural n
Externí odkaz:
http://arxiv.org/abs/2410.19889
Autor:
Arango, Sebastian Pineda, Janowski, Maciej, Purucker, Lennart, Zela, Arber, Hutter, Frank, Grabocka, Josif
Ensemble methods are known for enhancing the accuracy and robustness of machine learning models by combining multiple base learners. However, standard approaches like greedy or random ensembles often fall short, as they assume a constant weight acros
Externí odkaz:
http://arxiv.org/abs/2410.04520
Autor:
Ost, David
Publikováno v:
Slavic Review, 2020 Jul 01. 79(2), 434-437.
Externí odkaz:
https://www.jstor.org/stable/27059166
Autor:
Mallik, Neeratyoy, Bergman, Edward, Hvarfner, Carl, Stoll, Danny, Janowski, Maciej, Lindauer, Marius, Nardi, Luigi, Hutter, Frank
Hyperparameters of Deep Learning (DL) pipelines are crucial for their downstream performance. While a large number of methods for Hyperparameter Optimization (HPO) have been developed, their incurred costs are often untenable for modern DL. Consequen
Externí odkaz:
http://arxiv.org/abs/2306.12370
Hyperparameter optimization is an important subfield of machine learning that focuses on tuning the hyperparameters of a chosen algorithm to achieve peak performance. Recently, there has been a stream of methods that tackle the issue of hyperparamete
Externí odkaz:
http://arxiv.org/abs/2302.00441
Publikováno v:
Builder (1896-0642); 2024, Vol. 326 Issue 11, p20-25, 6p