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Sankar Behera

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#machine learning Preprint Sep 2026

LILA: Calibration-Free Structured Pruning of Large Language Models via Latent Spectral Geometry

Extending LILA to dynamically allocate sparsity budgets via KS-scores yields state-of-the-art generative preservation at moderate compression, while uncovering fundamental single-layer architectural bottlenecks at higher compression regimes.

Sankar Behera, D. Singh, Anshika Agnihotri et al. · 0 citations