Rafael Pereira Pires
EPFL IC IINFCOM SACS
BC 164 (Bâtiment BC)
Station 14
1015 Lausanne
Web site: Web site: https://www.epfl.ch/labs/sacs/
+41 21 693 19 65
EPFL
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SIN-ENS
Web site: Web site: https://sin.epfl.ch
Fields of expertise
Distributed systems, privacy and security.
Bio
Rafael Pires has a PhD in Computer Science (2019) from University of Neuchâtel, Switzerland, and is currently a postdoc researcher at EPFL, where he works with system problems that intersect with privacy and decentralized machine learning. He holds two Master degrees (Computer Science, 2009, and Mechatronics, 2014) and worked in the industry and public sector in Brazil. During this time, he was involved in projects as varied as embedded systems, robotics and computer forensics.Publications
Infoscience publications
Epidemic Learning: Boosting Decentralized Learning with Randomized Communication
2023-12-14. 37th Conference on Neural Information Processing Systems (NeurIPS 2023), New Orleans, Louisiana, USA, December 10-16, 2023.Get More for Less in Decentralized Learning Systems
2023. ICDCS 2023 43rd IEEE International Conference on Distributed Computing Systems, Hong Kong, China, July 18-21, 2023. DOI : 10.1109/ICDCS57875.2023.00067.Decentralized learning made easy with DecentralizePy
2023-05-08. 3rd Workshop on Machine Learning and Systems (EuroMLSys'23), Rome, Italy, May 8th. DOI : 10.1145/3578356.3592587.TEE-based decentralized recommender systems: The raw data sharing redemption
2022. 36th IEEE International Parallel & Distributed Processing Symposium (IPDPS '22), Virtual, May 30 - June 3 2022. DOI : 10.1109/IPDPS53621.2022.00050.Malware in the SGX supply chain: Be careful when signing enclaves!
IEEE Transactions on Dependable and Secure Computing. 2022. DOI : 10.1109/TDSC.2020.3024562.NVCache: A Plug-and-Play NVMM-based I/O Booster for Legacy Systems
2021-06-21. 51st Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2021), [Virtual] Taipei, Taiwan, 21-24 June 2021. p. 186-198. DOI : 10.1109/DSN48987.2021.00033.Teaching & PhD
Teaching
Computer Science