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2025
GRANNY: Granular Management of Compute-Intensive Applications in the Cloud
Carlos Segarra, Simon Shillaker, Guo Li, Eleftheria Mappoura, Rodrigo Bruno, Lluís Vilanova, and Peter Pietzuch
22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI), 2025
Philadelphia, PA, USA
2024
Tenplex: Dynamic Parallelism for Deep Learning using Parallelizable Tensor Collections
Marcel Wagenländer, Guo Li, Bo Zhao, Luo Mai, and Peter Pietzuch
Symposium on Operating Systems Principles (SOSP), 2024
Austin, Texas, USA
2020
KungFu: Making Training in Distributed Machine Learning Adaptive
Luo Mai, Guo Li, Marcel Wagenländer, Konstantinos Fertakis, Andrei-Octavian Brabete, and Peter Pietzuch
USENIX Symposium on Operating Systems Design and Implementation (OSDI), 2020
Spotnik: Designing Distributed Machine Learning for Transient Cloud Resources
Marcel Wagenländer, Luo Mai, Guo Li, and Peter Pietzuch
12th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud), 2020
Boston, MA, USA
2019
Taming Hyper-Parameters in Deep Learning Systems
Luo Mai, Alexandros Koliousis, Guo Li, Andrei-Octavian Brabete, and Peter Pietzuch
ACM SIGOPS Operating Systems Review, 2019
Volume 53, Issue 1
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