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Author

Bernard Ghanem

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Jul 2026

HyperGS: Fast and Generalizable Gaussian Video Representation

This work proposes HyperGS, a feedforward, optimization-free approach that directly predicts Gaussian representations from any video in a single forward pass, speeding up encoding and decoding by orders of magnitude while generalizing to out-of-distribution videos at higher resolutions.

Fatima Zohra, Chen Zhao, Shuming Liu et al. · 0 citations
Preprint Aug 2026

DiSCO: Defending text-to-image generation through distribution-guided contrastive prompt optimization

DiSCO is proposed, a zero-shot, strictly black-box defense that operates entirely at the prompt level as a plug-and-play module, requiring no model retraining, fine-tuning, or access to model internals, and can be readily applied to any text-to-image system without necessitating any changes to the model itself.

Tong Zhang, M. Alfarra, Carlos Hinojosa et al. · 0 citations

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