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cff-version: 1.2.0
message: >-
If you use Morphling (DeviceEmulator) in your research,
please cite the EdgeSys '26 workshop paper below.
title: Morphling (DeviceEmulator)
abstract: >-
Morphling is an emulator for distributed machine learning training on
heterogeneous edge devices. It intercepts backend dispatch calls, fits
stride-aware and thermal-aware performance models from real measurements,
decouples memory demand from device count, and uses event-driven virtual
time to preserve execution semantics, enabling large-scale what-if studies
of edge training on a single GPU server.
type: software
license: Apache-2.0
repository-code: 'https://github.com/drunkcoding/DeviceEmulator'
authors:
- family-names: Xue
given-names: Leyang
affiliation: The University of Edinburgh
- family-names: Xia
given-names: Yufeng
affiliation: The University of Edinburgh
- family-names: Mendi
given-names: Eren
affiliation: The University of Edinburgh
- family-names: Bashir
given-names: Ismaeel
affiliation: The University of Edinburgh
- family-names: Yang
given-names: Jiaxun
affiliation: The University of Edinburgh
- family-names: Lee
given-names: Myungjin
affiliation: Cisco Research
- family-names: Marina
given-names: Mahesh K.
affiliation: The University of Edinburgh
preferred-citation:
type: conference-paper
title: 'Morphling: Emulator for Distributed Machine Learning at the Edge'
year: 2026
month: 6
conference:
name: >-
The 24th Annual International Conference on Mobile Systems,
Applications and Services (MobiSys Workshop '26)
city: Cambridge
country: GB
date-start: '2026-06-21'
date-end: '2026-06-25'
collection-title: >-
The 24th Annual International Conference on Mobile Systems,
Applications and Services, MobiSys Workshop '26,
Cambridge, United Kingdom, June 21-25, 2026
publisher:
name: ACM
doi: 10.1145/3812836.3814779
isbn: '979-8-4007-2712-2'
url: 'https://doi.org/10.1145/3812836.3814779'
authors:
- family-names: Xue
given-names: Leyang
- family-names: Xia
given-names: Yufeng
- family-names: Mendi
given-names: Eren
- family-names: Bashir
given-names: Ismaeel
- family-names: Yang
given-names: Jiaxun
- family-names: Lee
given-names: Myungjin
- family-names: Marina
given-names: Mahesh K.