3 papers
cs.CV2026
Disentangling Hallucinations: Orthogonal Semantic Projection for Robust Interpretability
Emirhan Bilgiç, Baptiste Caramiaux, Zhi Yan +1
As Vision-Language Models are increasingly deployed in safety-critical applications, the trustworthiness of their explanations becomes crucial. Explainable AI (XAI) methods for Vis…
cs.CV2026
AI-Generated Image Detectors Overrely on Global Artifacts: Evidence from Inpainting Exchange
Elif Nebioglu, Emirhan Bilgiç, Adrian Popescu
Modern deep learning-based inpainting enables realistic local image manipulation, raising critical challenges for reliable detection. However, we observe that current detectors pri…
eess.SP2025
Integration of Contrastive Predictive Coding and Spiking Neural Networks
Emirhan Bilgiç, Neslihan Serap Åengör, Namık Berk Yalabık +3
This study examines the integration of Contrastive Predictive Coding (CPC) with Spiking Neural Networks (SNN). While CPC learns the predictive structure of data to generate meaning…