Author

Furkan Horoz

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Review Aug 2026

A Survey on Adversarial Attacks and Defenses for Diffusion Models Across Multiple Modalities

Diffusion models have become the dominant family of generative models in the visual domain. However, their widespread public availability enables misuse at scale, motivating a rapidly growing body of research on adversarial attacks and defenses. This survey provides, to our knowledge, the first unified review of this l...

Ozgur Kara, Tarik Can Ozden, Furkan Horoz et al. · 0 citations

#artificial intelligence Preprint Aug 2026

ConvDeck: Conversational Paper-to-Slide Generation via Stage-Specific User Feedback

ConvDeck is introduced, a multi-agent pipeline for conversational paper-to-slide generation that distributes interaction across the pipeline through stage-specific loops, allowing users to iteratively refine both the presentation outline and the final slide deck at the stages where each kind of decision is made.

Tarik Can Ozden, VS Sachidanand, Furkan Horoz et al. · 0 citations