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Author

Gabriele Spadaro

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#machine learning Preprint Sep 2026

From Deep to Shallow: Unconstrained and Efficient Layer Merging Strategy

This work proposes an efficient strategy that enables merging of layers without an existing analytical solution, and also without increasing kernel size, and validate the approach across multiple architectures and datasets, and measure inference speed-up gains on real embedded platforms.

P. Shul'zhenko, Gabriele Spadaro, Enzo Tartaglione · 0 citations
Jul 2026

TORINO: Token Reduction via Interpretable Concept Overlap in Vision-Language Models

This work introduces TORINO (TOken Reduction via Interpretable coNcept Overlap), a plug-and-play framework for adaptive visual token reduction in VLMs that requires no fine-tuning of the underlying model.

Riccardo Renzulli, Gabriele Spadaro, Shruthi Gowda et al. · 0 citations

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