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pro vyhledávání: '"A. Hounie"'
Low Rank Adaptation (LoRA) is a popular Parameter Efficient Fine Tuning (PEFT) method that effectively adapts large pre-trained models for downstream tasks. LoRA parameterizes model updates using low-rank matrices at each layer, significantly reducin
Externí odkaz:
http://arxiv.org/abs/2410.04060
Several applications in time series forecasting require predicting multiple steps ahead. Despite the vast amount of literature in the topic, both classical and recent deep learning based approaches have mostly focused on minimising performance averag
Externí odkaz:
http://arxiv.org/abs/2402.09373
When deploying machine learning solutions, they must satisfy multiple requirements beyond accuracy, such as fairness, robustness, or safety. These requirements are imposed during training either implicitly, using penalties, or explicitly, using const
Externí odkaz:
http://arxiv.org/abs/2306.02426
Enabling low precision implementations of deep learning models, without considerable performance degradation, is necessary in resource and latency constrained settings. Moreover, exploiting the differences in sensitivity to quantization across layers
Externí odkaz:
http://arxiv.org/abs/2210.15623
Underlying data structures, such as symmetries or invariances to transformations, are often exploited to improve the solution of learning tasks. However, embedding these properties in models or learning algorithms can be challenging and computational
Externí odkaz:
http://arxiv.org/abs/2209.15031
Autor:
Hounie, Jorge, Picon, Tiago
Let $A(D)$ be an elliptic homogeneous linear differential operator of order $\nu$ on $\mathbb{R}^{N}$, $N \geq 2$, from a complex vector space E to a complex vector space F. In this paper we show that if $\ell\in \mathbb{R}$ satisfies $0< \ell
Externí odkaz:
http://arxiv.org/abs/1809.08485
Autor:
Hounie, Jorge, Zugliani, Giuliano
Publikováno v:
In Journal of Differential Equations 15 December 2022 340:616-641
Autor:
Campana, Camilo1,2 (AUTHOR) camilo.campana@ufsc.br, Hounie, Jorge Guillermo2 (AUTHOR)
Publikováno v:
Mathematische Nachrichten. Sep2023, Vol. 296 Issue 9, p3856-3876. 21p.
Autor:
Campana, C., Hounie, J.
Publikováno v:
In Journal of Differential Equations 5 November 2020 269(10):7792-7824
Autor:
Velloso, Patricia, Piccinato, Cinthia, Ferrão, Ygor, Perin, Eduardo Aliende, Cesar, Raony, Fontenelle, Leonardo F., Hounie, Ana G., do Rosário, Maria Conceição
Publikováno v:
In Comprehensive Psychiatry October 2018 86:82-90