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D. Sapra

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Review

Adaptive Real-Time Systems —From Specification to Execution—

FAA+RTS is a novel solution as it integrates previously-isolated methods for dealing with multiple constraints into a single framework, presenting a single overview of all possible trade-offs to the application designer, resulting in a robust and reliable system.

L. Miedema, D. Sapra, P. Novobilsky et al. · 0 citations
#artificial intelligence Book Open access Dec 2025

Elastoformer: Enabling Dynamic Adaptivity via Elastic Model Transformation

This paper proposes Elastoformer: A framework that transforms conventional neural networks into Elastic NN capable of real-time elastic inference, and offers a single, modular solution that dynamically switches between multiple modes of operation at runtime, adapting efficiently to the changing computational budgets of...

Sudaksh Kalra, D. Sapra · 1 citation

Training to Design Convolutional Neural Networks

It is demonstrated that network architecture and its coeficients can be learned together by unifying concepts of evolutionary search within a population based traditional training process.

D. Sapra, A. Pimentel · 0 citations

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