activity
20202025
most citedMTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning

1 citations · 1 across the 6 of their papers we have counts for

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Showing 2021Show all

2 papers · 1 filter

cs.LG2021

BitTrain: Sparse Bitmap Compression for Memory-Efficient Training on the Edge

Abdelrahman Hosny, Marina Neseem, Sherief Reda

Training on the Edge enables neural networks to learn continuously from new data after deployment on memory-constrained edge devices. Previous work is mostly concerned with reducin…

cs.CV2021

AdaCon: Adaptive Context-Aware Object Detection for Resource-Constrained Embedded Devices

Marina Neseem, Sherief Reda

Convolutional Neural Networks achieve state-of-the-art accuracy in object detection tasks. However, they have large computational and energy requirements that challenge their deplo…