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Home/Authors/Prateek Kumar Sikdar

Prateek Kumar Sikdar

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

NLP×1AI×1ML×1

Research Timeline

2026
LayerRoute: Input-Conditioned Adaptive Layer Skipping via LoRA Fine-Tuning for Agentic Language Models

LayerRoute introduces a lightweight, input-conditioned adapter that selectively skips transformer blocks in agentic language models, achieving significant FLOPs reduction while improving performance.

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Papers

cs.CLcs.AIcs.LGRecentJun 1, 2026

LayerRoute: Input-Conditioned Adaptive Layer Skipping via LoRA Fine-Tuning for Agentic Language Models

Prateek Kumar Sikdar

LayerRoute introduces a lightweight, input-conditioned adapter that selectively skips transformer blocks in agentic language models, achieving significant FLOPs reduction while improving performance.

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