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Kushal Kafle

Rochester Institute of Technology

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#large language models Preprint Sep 2026

ViTAL-X: Video-Text Alignment with Cross-Modal Temporal Edits

ViTAL-X, a lightweight model that equips frozen image-text backbones with temporal awareness while preserving their foundational spatial knowledge, achieves state-of-the-art performance and demonstrates that targeted, high-quality temporal alignment provides a highly efficient alternative to pure scaling.

V. SethuramanT., Savya Khosla, O. Susladkar et al. · 0 citations
Jul 2026

Controlling Embedding Spaces with Text-Conditioned Transformations

This work proposes a text-conditioned transformation of visual embeddings that makes such attributes explicitly accessible and provides a unified and efficient framework for controlling embedding spaces, demonstrating state-of-the-art performance across both attribute-based retrieval and multi-attribute organization ta...

Joseph Fioresi, Fabian Caba Heilbron, Pankaj Nathani et al. · 0 citations

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