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V. Kurmi

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Preprint Aug 2026

AlignJEPA: Predictive Vision-Language Alignment for Remote Sensing Foundation Models

AlignJEPA provides a parameter-efficient route for aligning Earth observation foundation models with language by using a pretrained AnySat visual encoder and a RemoteCLIP text encoder while training only a lightweight predictive alignment network.

Md Aminur Hossain, Omkumar Vaghasiya, R. Dwivedi et al. · 0 citations
Preprint Aug 2026

Prototype-Rectified Iterative Self-supervised Manifold Denoising under Severe Acoustic Shift

PRISM (Prototype-Rectified Iterative Self-supervised Manifold Denoising), a training-free, source-free TTA framework grounded in the Affine Noise Hypothesis, is addressed, making it substantially faster than gradient-based TTA while requiring no additional training.

A. Shukla, R. Thakur, Aryan Das et al. · 0 citations

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