A Machine Learning Approach for Reliability-Aware Application Mapping for Heterogeneous Multicores. - Rafael Billig Tonetto; Hiago Mayk G. de A. Rocha; Gabriel L. Nazar; Antonio Carlos Schneider Beck (DAC, 2020)

Effective Exploration of Thread Throttling and Thread/Page Mapping on NUMA Systems. - Janaina Schwarzrock; Hiago Mayk G. de A. Rocha; Antonio Carlos Schneider Beck; Arthur Francisco Lorenzon (HPCC/DSS/SmartCity, 2020)

A Reliability-Oriented Machine Learning Strategy for Heterogeneous Multicore Application Mapping. - Rafael Billig Tonetto; Hiago Mayk G. de A. Rocha; Bruno Zatt; Antonio Carlos Schneider Beck; Gabriel L. Nazar (ISCAS, 2020)

Firefly: An Open-source Rocket-based Intermittent Framework. - Hiago Rocha; Guilherme Korol; Michael G. Jordan; Arthur M. Krause; Ronaldo Silveira; Caio Vieira; Philippe O. A. Navaux; Gabriel L. Nazar; Luigi Carro; Antonio Carlos Schneider Beck (SBCCI, 2020)

A Routing based Genetic Algorithm for Task Mapping on MPSoC. - Hiago Mayk G. de A. Rocha; Antonio Carlos Schneider Beck; Sílvia M. D. M. Maia; Márcio Eduardo Kreutz; Monica Magalhães Pereira (SBESC, 2020)

Boosting Graph Analytics by Tuning Threads and Data Affinity on NUMA Systems. - Hiago Mayk G. de A. Rocha; Janaina Schwarzrock; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (PDP, 2021)

Using machine learning to optimize graph execution on NUMA machines. - Hiago Mayk G. de A. Rocha; Janaina Schwarzrock; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (DAC, 2022)

Smoothing on Dynamic Concurrency Throttling. - Janaina Schwarzrock; Hiago Mayk G. de A. Rocha; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (IPDPS Workshops, 2022)

Automatic CPU-GPU Allocation for Graph Execution. - Marcelo K. Moori; Hiago Mayk G. de A. Rocha; Matheus A. Silva; Janaina Schwarzrock; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (PDP, 2023)

Searching for the Ideal Number of Threads on Asymmetric Multiprocessors. - Marcelo K. Moori; Hiago Mayk G. de A. Rocha; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (SBESC, 2023)

Optimizing Single-Source Graph Execution on NUMA Machines. - Hiago Mayk G. de A. Rocha; Vicenç Beltran Querol; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (SBESC, 2023)

Improving the efficiency of graph algorithm executions on high-performance computing. - Marcelo K. Moori; Hiago Mayk G. de A. Rocha; Janaina Schwarzrock; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (Concurr. Comput. Pract. Exp., 2023)

Smart resource allocation of concurrent execution of parallel applications. - Vinicius S. da Silva; Angelo Gaspar Diniz Nogueira; Everton Camargo de Lima; Hiago Mayk G. de A. Rocha; Matheus S. Serpa; Marcelo Caggiani Luizelli; Fábio D. Rossi; Philippe O. A. Navaux; Antonio Carlos Schneider Beck; Arthur Francisco Lorenzon (Concurr. Comput. Pract. Exp., 2023)

Using evolutionary metaheuristics to solve the mapping and routing problem in networks on chip. - Hiago Mayk G. de A. Rocha; Antonio Carlos Schneider Beck; Márcio Eduardo Kreutz; Sílvia Maria Diniz Monteiro Maia; Monica Magalhães Pereira (Des. Autom. Embed. Syst., 2023)

Adaptive and Offloaded CNNs for IoT-Edge FPGAs. - Guilherme Korol; Hiago Mayk G. de A. Rocha; Antonio Carlos Schneider Beck (ISVLSI, 2024)

Enhancing Graph Execution for Performance and Energy Efficiency on NUMA Machines. - Hiago Mayk G. de A. Rocha; Marcelo K. Moori; Guilherme Korol; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (ISVLSI, 2024)

Efficient Thread Tuning for Asymmetric Multicores. - Marcelo K. Moori; Hiago Mayk G. de A. Rocha; Arthur Francisco Lorenzon; Antonio Carlos Schneider Beck (SBCCI, 2024)

Allok: a machine learning approach for efficient graph execution on CPU-GPU clusters. - Marcelo K. Moori; Hiago Mayk G. de A. Rocha; Arthur Francisco Lorenzon; Antonio C. S. Beck (J. Supercomput., 2024)

GAAMP: Automatic Thread Count/Affinity and DVFS Tuning for Asymmetric Multicores. - Marcelo K. Moori; Arthur Francisco Lorenzon; Hiago Mayk G. de A. Rocha; Antonio Carlos S. Beck (ISVLSI, 2025)

Exploiting Design Flexibility in Multi-Tenant Multi-FPGA Edge Systems. - Ian Kersz; Michael G. Jordan; Hiago Mayk G. de A. Rocha; Felipe Kalinski Ferreira; José Rodrigo Azambuja; Fernanda L. Kastensmidt; Antonio Carlos S. Beck (LASCAS, 2025)

Integration framework for online thread throttling with thread and page mapping on NUMA systems. - Janaina Schwarzrock; Hiago Mayk G. de A. Rocha; Arthur Francisco Lorenzon; Samuel Xavier de Souza; Antonio Carlos S. Beck (J. Parallel Distributed Comput., 2025)

Assuming the best: Towards a reliable protocol for resource usage prediction for high-performance computing based on machine learning. - Alexandre H. L. Porto; Micaella Coelho; Hiago Mayk G. de A. Rocha; Carla Osthoff; Kary A. C. S. Ocaña; Douglas de O. Cardoso (Future Gener. Comput. Syst., 2026)