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Roberto Gonçalves Pacheco
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2020 – today
- 2025
- [j5]Haseena Rahmath P, Vishal Srivastava, Kuldeep Chaurasia, Roberto Gonçalves Pacheco, Rodrigo S. Couto:
Early-Exit Deep Neural Network - A Comprehensive Survey. ACM Comput. Surv. 57(3): 75:1-75:37 (2025) - 2024
- [j4]Rodrigo S. Couto, Pedro Cruz, Roberto Gonçalves Pacheco, Vivian Maria S. Souza, Miguel Elias M. Campista, Luís Henrique M. K. Costa:
A survey of public datasets for O-RAN: fostering the development of machine learning models. Ann. des Télécommunications 79(9-10): 649-662 (2024) - [c11]Roberto Gonçalves Pacheco, Rodrigo S. Couto, Sahar Hoteit:
Using Early-Exit Deep Neural Networks to Accelerate Spectrum Classification in O-RAN. WiMob 2024: 557-562 - 2023
- [j3]Roberto Gonçalves Pacheco
, Rodrigo S. Couto, Osvaldo Simeone:
On the impact of deep neural network calibration on adaptive edge offloading for image classification. J. Netw. Comput. Appl. 217: 103679 (2023) - [c10]Roberto Gonçalves Pacheco, Mark Shifrin, Rodrigo De Souza Couto, Daniel S. Menasché, Manjesh K. Hanawal, Miguel Elias M. Campista:
AdaEE: Adaptive Early-Exit DNN Inference Through Multi-Armed Bandits. ICC 2023: 3726-3731 - [c9]Mateus da Silva Gilbert, Roberto Gonçalves Pacheco, Rodrigo De Souza Couto, Marcello L. R. de Campos, Miguel Elias M. Campista:
Unlocking Early-Exiting Semantic Segmentation with Branched Networks. LATINCOM 2023: 1-6 - [c8]Roberto Gonçalves Pacheco, Fernanda D. V. R. Oliveira, Rodrigo S. Couto:
Redes Neurais Profundas com Saídas Antecipadas para Imagens com Distorção em Ambientes de Nuvem. SBRC 2023: 532-545 - 2022
- [c7]Guilherme B. Souza, Roberto Gonçalves Pacheco, Rodrigo S. Couto:
Improving Image-recognition Edge Caches with a Generative Adversarial Network. ICC 2022: 1918-1923 - [c6]Mariana S. M. Barbosa
Decision Early-Exit: An Efficient Approach to Hasten Offloading in BranchyNets. LATINCOM 2022: 1-6 - [i4]Guilherme B. Souza, Roberto Gonçalves Pacheco, Rodrigo S. Couto:
Improving Image-recognition Edge Caches with a Generative Adversarial Network. CoRR abs/2202.05929 (2022) - 2021
- [j2]Roberto Gonçalves Pacheco
Towards Edge Computing Using Early-Exit Convolutional Neural Networks. Inf. 12(10): 431 (2021) - [c5]Roberto Gonçalves Pacheco, Fernanda D. V. R. Oliveira, Rodrigo S. Couto
Early-exit deep neural networks for distorted images: providing an efficient edge offloading. GLOBECOM 2021: 1-6 - [c4]Roberto Gonçalves Pacheco, Rodrigo S. Couto
Calibration-Aided Edge Inference Offloading via Adaptive Model Partitioning of Deep Neural Networks. ICC 2021: 1-6 - [c3]Roberto Gonçalves Pacheco, Rodrigo De Souza Couto:
Particionamento de Redes Neurais Profundas com Saídas Antecipadas. SBRC Companion 2021: 169-176 - [i3]Roberto Gonçalves Pacheco, Fernanda D. V. R. Oliveira, Rodrigo S. Couto:
Early-exit deep neural networks for distorted images: providing an efficient edge offloading. CoRR abs/2108.09343 (2021) - 2020
- [c2]Roberto Gonçalves Pacheco, Rodrigo S. Couto
Inference Time Optimization Using BranchyNet Partitioning. ISCC 2020: 1-6 - [c1]Roberto Gonçalves Pacheco
Introduzindo a qualidade de imagem como uma nova condição de particionamento de DNN na borda. SBRC 2020: 43-56 - [i2]Roberto Gonçalves Pacheco, Rodrigo S. Couto:
Inference Time Optimization Using BranchyNet Partitioning. CoRR abs/2005.04099 (2020) - [i1]Roberto Gonçalves Pacheco, Rodrigo S. Couto, Osvaldo Simeone:
Calibration-Aided Edge Inference Offloading via Adaptive Model Partitioning of Deep Neural Networks. CoRR abs/2010.16335 (2020)
2010 – 2019
- 2018
- [j1]Pedro Cruz, Felipe A. F. da Silva, Roberto Gonçalves Pacheco, Rodrigo De Souza Couto
SensingBus: Using Bus Lines and Fog Computing for Smart Sensing the City. IEEE Cloud Comput. 5(5): 58-69 (2018)
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