Publications
Publications
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The paper 'Elastoformer: Enabling Dynamic Adaptivity via Elastic Model Transformation' was accepted at ACM/IEEE SEC '25. Sudaksh Kalra and Dolly Sapra.
The paper 'QUOKKA: Faster Secure Neural Network Inference with Early-Exit Technology' was accepted at FPS '25. Daphnee Chabal, Dolly Sapra, Cees de Laat and Zoltan Mann
2025
E Peltonen, S Bayhan, D Bermbach, S Buschjager, V Degeler, AY Ding, ...
IEEE Internet Computing
2025
COLIBRI: Optimizing Multi-party Secure Neural Network Inference Time for Transformers
D Chabal, T Muller, E Zhang, D Sapra, C de Laat, ZÁ Mann
IFIP International Conference on ICT Systems Security and Privacy Protection …
2025
ARM-CO-UP: ARM COoperative Utilization of Processors
E Aghapour, D Sapra, A Pimentel, A Pathania
ACM Transactions on Design Automation of Electronic Systems 29 (5), 1-30
2024
Piqi: Partially quantized dnn inference on hmpsocs
E Aghapour, Y Shen, D Sapra, A Pimentel, A Pathania
Proceedings of the 29th ACM/IEEE International Symposium on Low Power …
2024
FAA+RTS: Designing Fault-Aware Adaptive Real-Time Systems —From Specification to Execution—
L Miedema, D Sapra, P Novobilsky, S Altmeyer, C Grelck, AD Pimentel
International Conference on Embedded Computer Systems: Architectures …
2024
The admorph approach for adaptively morphing embedded systems
A Pimentel, C Grelck, L Miedema, D Sapra, M Völp, F Lucchetti, A Matovic, ...
ACM SIGAda Ada Letters 43 (2), 78-83
2024
Exploring Multi-core Systems with Lifetime Reliability and Power Consumption Trade-offs
D Sapra, AD Pimentel
Embedded Computer Systems: Architectures, Modeling, and Simulation: 23rd …
2023
PELSI: Power-efficient layer-switched inference
E Aghapour, D Sapra, AD Pimentel, A Pathania
2023 IEEE 29th International Conference on Embedded and Real-Time Computing …
2023
On Achieving Privacy-Preserving State-of-the-Art Edge Intelligence
C Daphnee, S Dolly, Z Ádám Mann
arXiv e-prints, arXiv: 2302.05323
2023
Designing convolutional neural networks with constrained evolutionary piecemeal training
D Sapra, AD Pimentel
Applied Intelligence 52 (15), 17103-17117
2022
Cpu-gpu layer-switched low latency cnn inference
E Aghapour, D Sapra, A Pimentel, A Pathania
2022 25th Euromicro Conference on Digital System Design (DSD), 324-331
2022
Scenario based run-time switching for adaptive CNN-based applications at the edge
S Minakova, D Sapra, T Stefanov, AD Pimentel
ACM Transactions on Embedded Computing Systems (TECS) 21 (2), 1-33
2022
Efficient neural architectures for edge devices
D Sapra
https://pure.uva.nl/ws/files/72062567/Thesis.pdf
2022
Exploring cell-based neural architectures for embedded systems
I van Ipenburg, D Sapra, AD Pimentel
Joint European Conference on Machine Learning and Knowledge Discovery in …
2021
The Choice of AI Matters: Alternative Machine Learning Approaches for CPS Anomalies
U Odyurt, D Sapra, AD Pimentel
Advances and Trends in Artificial Intelligence. From Theory to Practice …
2021
Deep learning model reuse and composition in knowledge centric networking
D Sapra, AD Pimentel
2020 29th International Conference on Computer Communications and Networks …
2020
An evolutionary optimization algorithm for gradually saturating objective functions
D Sapra, AD Pimentel
Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 886-893
2020
Constrained evolutionary piecemeal training to design convolutional neural networks
D Sapra, AD Pimentel
Trends in Artificial Intelligence Theory and Applications. Artificial …
2020
Optimization and deployment of CNNs at the edge: the ALOHA experience
P Meloni, D Loi, P Busia, G Deriu, AD Pimentel, D Sapra, T Stefanov, ...
Proceedings of the 16th ACM international conference on computing frontiers …
2019
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