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Structured Neuron Pruning in Deep Neural Networks Using Multi-Armed Bandits

arXiv cs.LG · 10h ago Cached

This paper proposes a novel structured neuron pruning framework for deep neural networks using multi-armed bandit algorithms, demonstrating effectiveness on various tasks.

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#structured-pruning

Knowledge Offloading: Decomposing LLMs into Sparse Backbones and Memory Modules

arXiv cs.LG · 2026-05-29 Cached

Proposes KOFF, a framework that decomposes pretrained LLMs into a sparse shared backbone and domain-specific external memories using structured pruning and LoRA adapters, achieving 12% sparsity without significant performance loss.

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