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Vishal M. Patel

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#artificial intelligence Preprint Sep 2026

LAYERSCOPE: A Layerwise Characterization of Video and Multimodal Learned Representations

We propose LAYERSCOPE, a label-free, layerwise framework that aims to characterize a model's learned representations in video and multimodal settings. Evaluating downstream performance using representations from final or intermediate layers typically requires large amounts of labeled data, repeated task-specific evalua...

Sandra Arcos-Holzinger, Debashish Chakraborty, Rohita Mocharla et al. · 0 citations

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