Author

Ozgur Kara

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Preprint Sep 2026

LeRF: Learning Reference Coordinate Frames for Perspective Taking Reasoning

Perspective taking is a fundamental component of spatial intelligence, requiring models interpret spatial relations from a specified viewpoint, such as that of another entity or an imagined observer. Despite the increasing spatial reasoning capabilities of Vision-Language Models (VLMs), they still struggle with perspec...

Bang Xiao, Wen-Qi Jia, Ozgur Kara 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