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Home/Authors/Elia Cunegatti

Elia Cunegatti

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

NLP×1AI×1

Frequent co-authors

Marcus Vukojevic1×
Erik Nielsen1×
Giovanni Iacca1×

Research Timeline

2026
From Layers to Submodules: Rethinking Granularity in Replacement-Based LLM Compression

The paper proposes SubFit, a novel compression technique that achieves superior LLM compression by replacing non-contiguous, submodule-level components (Attention and FeedForward) with lightweight residual bypasses, significantly improving the perplexity-accuracy trade-off.

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Papers

cs.CLcs.AIRecentJun 1, 2026

From Layers to Submodules: Rethinking Granularity in Replacement-Based LLM Compression

Elia Cunegatti, Marcus Vukojevic, Erik Nielsen, Giovanni Iacca

The paper proposes SubFit, a novel compression technique that achieves superior LLM compression by replacing non-contiguous, submodule-level components (Attention and FeedForward) with lightweight res…

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