3 papers
cs.CV2026
MSIQ: Moment-based Scale-Invariant Quality Measure for Single Image Super-Resolution
Leonid Bedratyuk
Assessing the quality of single image super-resolution (SISR) results remains an open methodological problem. Common full-reference metrics (PSNR, SSIM, LPIPS) do not explicitly ev…
cs.CL2026
Controlled Paraphrase Geometry in Sentence Embedding Space: Local Manifold Modeling and Latent Probing
Leonid Bedratyuk
The paper studies the local geometry of embedding clouds induced by \emph{controlled local classes of semantically close sentences}. The central question is how controlled paraphra…
cs.CL2026
LAG-XAI: A Lie-Inspired Affine Geometric Framework for Interpretable Paraphrasing in Transformer Latent Spaces
Olexander Mazurets, Olexander Barmak, Leonid Bedratyuk +1
Modern Transformer-based language models achieve strong performance in natural language processing tasks, yet their latent semantic spaces remain largely uninterpretable black boxe…