Roberto Gonçalves Pacheco

23 papers B 2C 1Journal 10Unranked 10
YearRankTypeTitle / Venue / Authors
2025 J jnl
Early-Exit Deep Neural Network - A Comprehensive Survey.
ACM Comput. Surv.
Haseena Rahmath P, Vishal Srivastava, Kuldeep Chaurasia, Roberto Gonçalves Pacheco, Rodrigo S. Couto
2025 — conf
Fault-Resilient Adaptive Offloading with Priority Buffers for Early-Exit Deep Neural Networks.
ISSREW
Ricardo Soares da Silva, Pedro Cintra Silveira, Roberto Gonçalves Pacheco, Daniel Sadoc Menasché, Miguel Elias M. Campista
2025 J jnl
UCBEE: A Multi Armed Bandit Approach for Early-Exit in Neural Networks.
IEEE Trans. Netw. Serv. Manag.
Roberto Gonçalves Pacheco, Divya J. Bajpai, Mark Shifrin, Rodrigo S. Couto, Daniel Sadoc Menasché, Manjesh K. Hanawal, Miguel Elias M. Campista
2024 J jnl
A survey of public datasets for O-RAN: fostering the development of machine learning models.
Ann. des Télécommunications
Rodrigo S. Couto, Pedro Cruz, Roberto Gonçalves Pacheco, Vivian Maria S. Souza, Miguel Elias M. Campista, Luís Henrique M. K. Costa
2024 — conf
Message from the Chairs of IEEE GI 2024.
CloudNet
Sahar Hoteit, Roberto Gonçalves Pacheco
2024 B conf
Using Early-Exit Deep Neural Networks to Accelerate Spectrum Classification in O-RAN.
WiMob
Roberto Gonçalves Pacheco, Rodrigo S. Couto, Sahar Hoteit
2023 — conf
AdaEE: Adaptive Early-Exit DNN Inference Through Multi-Armed Bandits.
ICC
Roberto Gonçalves Pacheco, Mark Shifrin, Rodrigo De Souza Couto, Daniel S. Menasché, Manjesh K. Hanawal, Miguel Elias M. Campista
2023 J jnl
On the impact of deep neural network calibration on adaptive edge offloading for image classification.
J. Netw. Comput. Appl.
Roberto Gonçalves Pacheco, Rodrigo S. Couto, Osvaldo Simeone
2023 — conf
Redes Neurais Profundas com Saídas Antecipadas para Imagens com Distorção em Ambientes de Nuvem.
SBRC
Roberto Gonçalves Pacheco, Fernanda D. V. R. Oliveira, Rodrigo S. Couto
2023 — conf
Unlocking Early-Exiting Semantic Segmentation with Branched Networks.
LATINCOM
Mateus da Silva Gilbert, Roberto Gonçalves Pacheco, Rodrigo De Souza Couto, Marcello L. R. de Campos, Miguel Elias M. Campista
2022 — conf
Decision Early-Exit: An Efficient Approach to Hasten Offloading in BranchyNets.
LATINCOM
Mariana S. M. Barbosa, Roberto Gonçalves Pacheco, Rodrigo S. Couto, Dianne S. V. Medeiros, Miguel Elias M. Campista
2022 — conf
Improving Image-recognition Edge Caches with a Generative Adversarial Network.
ICC
Guilherme B. Souza, Roberto Gonçalves Pacheco, Rodrigo S. Couto
2022 J jnl
Improving Image-recognition Edge Caches with a Generative Adversarial Network.
CoRR
Guilherme B. Souza, Roberto Gonçalves Pacheco, Rodrigo S. Couto
2021 — conf
Calibration-Aided Edge Inference Offloading via Adaptive Model Partitioning of Deep Neural Networks.
ICC
Roberto Gonçalves Pacheco, Rodrigo S. Couto, Osvaldo Simeone
2021 B conf
Early-exit deep neural networks for distorted images: providing an efficient edge offloading.
GLOBECOM
Roberto Gonçalves Pacheco, Fernanda D. V. R. Oliveira, Rodrigo S. Couto
2021 J jnl
Early-exit deep neural networks for distorted images: providing an efficient edge offloading.
CoRR
Roberto Gonçalves Pacheco, Fernanda D. V. R. Oliveira, Rodrigo S. Couto
2021 — conf
Particionamento de Redes Neurais Profundas com Saídas Antecipadas.
SBRC Companion
Roberto Gonçalves Pacheco, Rodrigo De Souza Couto
2021 J jnl
Towards Edge Computing Using Early-Exit Convolutional Neural Networks.
Inf.
Roberto Gonçalves Pacheco, Kaylani Bochie, Mateus da Silva Gilbert, Rodrigo S. Couto, Miguel Elias M. Campista
2020 J jnl
Calibration-Aided Edge Inference Offloading via Adaptive Model Partitioning of Deep Neural Networks.
CoRR
Roberto Gonçalves Pacheco, Rodrigo S. Couto, Osvaldo Simeone
2020 C conf
Inference Time Optimization Using BranchyNet Partitioning.
ISCC
Roberto Gonçalves Pacheco, Rodrigo S. Couto
2020 J jnl
Inference Time Optimization Using BranchyNet Partitioning.
CoRR
Roberto Gonçalves Pacheco, Rodrigo S. Couto
2020 — conf
Introduzindo a qualidade de imagem como uma nova condição de particionamento de DNN na borda.
SBRC
Roberto Gonçalves Pacheco, Rodrigo De Souza Couto
2018 J jnl
SensingBus: Using Bus Lines and Fog Computing for Smart Sensing the City.
IEEE Cloud Comput.
Pedro Cruz, Felipe A. F. da Silva, Roberto Gonçalves Pacheco, Rodrigo De Souza Couto, Pedro Braconnot Velloso, Miguel Elias Mitre Campista, Luís Henrique Maciel Kosmalski Costa