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Carlo C del Mundo

2 accepted papers

2024

LLM in a flash: Efficient Large Language Model Inference with Limited Memory

ACL 2024long

Large language models (LLMs) are central to modern natural language processing, delivering exceptional performance in various tasks. However, their substantial computational and memory requirements present challenges, especially for devices with limited DRAM capacity. This paper tackles the challeng…

Cited by 113SourcePDFScholar
2024

ReLU Strikes Back: Exploiting Activation Sparsity in Large Language Models

ICLR 2024oral

Large Language Models (LLMs) with billions of parameters have drastically transformed AI applications. However, their demanding computation during inference has raised significant challenges for deployment on resource-constrained devices. Despite recent trends favoring alternative activation functio…

Cited by 85SourcePDFScholar