Author

Alaa Maalouf

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Preprint Oct 2026

Mind the Temporal Gap: Evaluating Video Models for Temporal Understanding in Driving

Modern video-language models are increasingly treated as general-purpose video reasoners, yet it remains unclear whether they robustly capture temporal dynamics in safety-critical settings such as driving. We study this question through controlled ego-motion tasks that require identifying actions from driving videos. A...

Shiva Sreeram, Erfan Aasi, Tsun-Hsuan Wang et al. · 0 citations

#machine learning Open access May 2026

Kernel Reboot: Breaking the Boundaries of Neural Tangent Kernels for Neural Fields

This work shows that NTK-driven neural fields can be made both non-linear and meta-learnable, narrowing the gap between analytic kernels and practical few-shot reconstruction.

Amir Mallak, Alaa Maalouf, Lior Wolf et al. · IEEE Transactions on Pattern... · 1 citation