Dasaset supporting the publication "Late Breaking Results: Adaptive Ensembles of Dynamic DNNs for Collaborative Edge Inference"

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Authors: Mingyu Hu, Amit Kumar Singh, Jonathon Hare, Geoff V. Merrett
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Abstract

This dataset supports the publication: "Late Breaking Results: Adaptive Ensembles of Dynamic DNNs for Collaborative Edge Inference" by Mingyu Hu, Amit Kumar Singh, Jonathon Hare, Geoff V. Merrett. CONFERENCE: Design, Automation and Test in Europe Conference 2026 This dataset includes the experimental results for: Figure 3: Results of Ensemble accuracy from different combinations of 4 model instance of Dynamic ResNet-18. Figure 4: Comparison of inference latency with different methods under different deadlines. Figure 5: Comparison of inference accuracy with different methods under different deadlines.

Fields of Study & Subjects

IoT and Edge/Fog Computing Advanced Neural Network Applications Real-Time Systems Scheduling

Publication details

Journal / source
ePrints Soton (University of Southampton)
Publication date
28 January 2026
Language
EN
Document type
Dataset