1 citations · 1 across the 2 of their papers we have counts for
3 papers
MemFLoRA: Memory-Floor LoRA for CNN Adaptation at the Edge
Mehmet Emre Akbulut, Johannes Geier, Ulf Schlichtmann
On-device learning is necessary when the model encounters user-,sensor-, or environment-specific shifts after deployment. Although parameter-efficient fine-tuning (PEFT) methods, p…
InfoQ: Mixed-Precision Quantization via Global Information Flow
Mehmet Emre Akbulut, Hazem Hesham Yousef Shalby, Fabrizio Pittorino +1
Mixed-precision quantization (MPQ) is crucial for deploying deep neural networks on resource-constrained devices, but finding the optimal bit-width for each layer represents a comp…
Content Aware Analysis of Scholarly Networks: A Case Study on CORD19 Dataset
Mehmet Emre Akbulut, Yusuf Erdem Nacar
This paper investigates the relationships among key elements of the scientific research network, namely articles, researchers, and journals. We introduce a novel approach to use se…