1 citations · 1 across the 4 of their papers we have counts for
4 papers
The Query Channel: Information-Theoretic Limits of Masking-Based Explanations
Erciyes Karakaya, Ozgur Ercetin
Masking-based post-hoc explanation methods, such as KernelSHAP and LIME, estimate local feature importance by querying a black-box model under randomized perturbations. This paper…
Multi-Modal Semantic Communication
Matin Mortaheb, Erciyes Karakaya, Sennur Ulukus
Semantic communication aims to transmit information most relevant to a task rather than raw data, offering significant gains in communication efficiency for applications such as te…
Online Learning for Autonomous Management of Intent-based 6G Networks
Erciyes Karakaya, Ozgur Ercetin, Huseyin Ozkan +3
The growing complexity of networks and the variety of future scenarios with diverse and often stringent performance requirements call for a higher level of automation. Intent-based…
Transformer-Aided Semantic Communications
Matin Mortaheb, Erciyes Karakaya, Mohammad A. Amir Khojastepour +1
The transformer structure employed in large language models (LLMs), as a specialized category of deep neural networks (DNNs) featuring attention mechanisms, stands out for their ab…