4 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.CV2026
Elastoformer: Enabling Dynamic Adaptivity via Elastic Model Transformation
Sudaksh Kalra, Dolly Sapra
EdgeAI systems are increasingly employing computer vision applications to enable intelligent, on-device decision-making in real-time. However, these deployments face highly dynamic…
cs.LG2025
Towards Adaptive Deep Learning: Model Elasticity via Prune-and-Grow CNN Architectures
Pooja Mangal, Sudaksh Kalra, Dolly Sapra
Deploying deep convolutional neural networks (CNNs) on resource-constrained devices presents significant challenges due to their high computational demands and rigid, static archit…
cs.CR2023★ 4 cited
On Achieving Privacy-Preserving State-of-the-Art Edge Intelligence
Daphnee Chabal, Dolly Sapra, Zoltán Ádám Mann
Deep Neural Network (DNN) Inference in Edge Computing, often called Edge Intelligence, requires solutions to insure that sensitive data confidentiality and intellectual property ar…