The Spectral Pullback Network (SPN) is developed, which learns a low-rank version of the metric from randomized power iteration, and is distill into a $310$K-parameter importance head that predicts token importance directly from the features.
Andrew Bond, Ege Erdem Ozlu, Tuna Çimen et al.· 0 citations
SLICEChat is introduced, a slide-level MLLM that integrates progressive token pruning within a hybrid Mamba--Transformer slide encoder, which demonstrates accurate and computationally efficient multimodal reasoning over gigapixel WSIs.
Ali Kerem Bozkurt, Baris Cem Bakay, Ibrahim Kulac et al.· 0 citations
Grounded in incongruity-resolution theory and expert captionist practice, IRS supervises intermediate reasoning process through structured traces that make the path from visual perception to humorous interpretation explicit and learnable.
Hatice Vural, Doga Kukul, Ege Erdem Ozlu et al.· arXiv.org· 0 citations
BeyondMasks reframes video object removal as causal scene consistency rather than local reconstruction and provides a unified framework for its evaluation, and proposes CORE, a structured vision language model based evaluation protocol that jointly measures object disappearance and after effect consistency, aligning mo...