Zobrazeno 1 - 10
of 1 509
pro vyhledávání: '"Blanco, Luis"'
Autor:
Kasuluru, Vaishnavi, Blanco, Luis, Vazquez, Miguel Angel, Vaca-Rubio, Cristian J., Zeydan, Engin
This paper deals with the problem of energy consumption minimization in Open RAN cell-free (CF) massive Multiple-Input Multiple-Output (mMIMO) systems under minimum per-user signal-to-noise-plus-interference ratio (SINR) constraints. Considering that
Externí odkaz:
http://arxiv.org/abs/2409.04135
Autor:
Zeydan, Engin, Vaca-Rubio, Cristian J., Blanco, Luis, Pereira, Roberto, Caus, Marius, Aydeger, Abdullah
In this paper, we present an innovative federated learning (FL) approach that utilizes Kolmogorov-Arnold Networks (KANs) for classification tasks. By utilizing the adaptive activation capabilities of KANs in a federated framework, we aim to improve c
Externí odkaz:
http://arxiv.org/abs/2407.20100
The transition to sustainable Open Radio Access Network (O-RAN) architectures brings new challenges for resource management, especially in predicting the utilization of Physical Resource Block (PRB)s. In this paper, we propose a novel approach to cha
Externí odkaz:
http://arxiv.org/abs/2407.14400
The need for intelligent and efficient resource provisioning for the productive management of resources in real-world scenarios is growing with the evolution of telecommunications towards the 6G era. Technologies such as Open Radio Access Network (O-
Externí odkaz:
http://arxiv.org/abs/2407.14377
Unlike other single-point Artificial Intelligence (AI)-based prediction techniques, such as Long-Short Term Memory (LSTM), probabilistic forecasting techniques (e.g., DeepAR and Transformer) provide a range of possible outcomes and associated probabi
Externí odkaz:
http://arxiv.org/abs/2407.14375
This paper introduces a novel application of Kolmogorov-Arnold Networks (KANs) to time series forecasting, leveraging their adaptive activation functions for enhanced predictive modeling. Inspired by the Kolmogorov-Arnold representation theorem, KANs
Externí odkaz:
http://arxiv.org/abs/2405.08790