← Search

Hossein Rajabzadeh

2 accepted papers

2025

Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models

EMNLP 2025

Deploying large language models (LLMs) in real-world applications is often hindered by strict computational and latency constraints. While dynamic inference offers the flexibility to adjust model behavior based on varying resource budgets, existing methods are frequently limited by hardware ineffici

2024

QDyLoRA: Quantized Dynamic Low-Rank Adaptation for Efficient Large Language Model Tuning

EMNLP 2024industry

Finetuning large language models requires huge GPU memory, restricting the choice to acquire Larger models. While the quantized version of the Low-Rank Adaptation technique, named QLoRA, significantly alleviates this issue, finding the efficient LoRA rank is still challenging. Moreover, QLoRA is tra…

Cited by 11SourcePDFScholar