Sotabase

Career

· Senior Researcher, Huawei Switzerland2024–
· PhD Student, ETH Zurich2018–2024
· Research Assistant, ETH Zurich2018–2024
· MS in Computer Science, Federal University of Rio Grande do Sul2017–
· BSc in Computer Science, Federal University of Vicosa2015–

Publications (65)

SIMDRAM: a framework for bit-serial SIMD processing using DRAM
International Conference on Architectural Support for Programming Languages and Operating Systems · 2021
189
cited
Benchmarking a New Paradigm: Experimental Analysis and Characterization of a Real Processing-in-Memory System
IEEE Access · 2022
152
cited
NAPEL: Near-Memory Computing Application Performance Prediction via Ensemble Learning
Design Automation Conference · 2019
113
cited
Benchmarking a New Paradigm: An Experimental Analysis of a Real Processing-in-Memory Architecture
arXiv.org · 2021
100
cited
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks
International Conference on Parallel Architectures and Compilation Techniques · 2021
100
cited
DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks
IEEE Access · 2021
96
cited
Benchmarking Memory-Centric Computing Systems: Analysis of Real Processing-In-Memory Hardware
International Green and Sustainable Computing Conference · 2021
88
cited
Operand size reconfiguration for big data processing in memory
Design, Automation and Test in Europe · 2017
72
cited
pLUTo: Enabling Massively Parallel Computation in DRAM via Lookup Tables
Micro · 2021
66
cited
Flash-Cosmos: In-Flash Bulk Bitwise Operations Using Inherent Computation Capability of NAND Flash Memory
Micro · 2022
48
cited
Evaluating Machine LearningWorkloads on Memory-Centric Computing Systems
IEEE International Symposium on Performance Analysis of Systems and Software · 2023
40
cited
pLUTo: In-DRAM Lookup Tables to Enable Massively Parallel General-Purpose Computation
arXiv.org · 2021
40
cited
Casper: Accelerating Stencil Computations Using Near-Cache Processing
IEEE Access · 2021
39
cited
Polynesia: Enabling Effective Hybrid Transactional/Analytical Databases with Specialized Hardware/Software Co-Design
arXiv.org · 2021
38
cited
NIM: An HMC-Based Machine for Neuron Computation
International Workshop on Applied Reconfigurable Computing · 2017
37
cited
Accelerating Neural Network Inference With Processing-in-DRAM: From the Edge to the Cloud
IEEE Micro · 2022
31
cited
Mitigating Edge Machine Learning Inference Bottlenecks: An Empirical Study on Accelerating Google Edge Models
arXiv.org · 2021
31
cited
MIMDRAM: An End-to-End Processing-Using-DRAM System for High-Throughput, Energy-Efficient and Programmer-Transparent Multiple-Instruction Multiple-Data Computing
International Symposium on High-Performance Computer Architecture · 2024
30
cited
TransPimLib: Efficient Transcendental Functions for Processing-in-Memory Systems
IEEE International Symposium on Performance Analysis of Systems and Software · 2023
27
cited
Functionally-Complete Boolean Logic in Real DRAM Chips: Experimental Characterization and Analysis
International Symposium on High-Performance Computer Architecture · 2024
25
cited
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Geraldo F. Oliveira | Researcher Profile | Sotabase | Sotabase