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Mohammed Muqeeth

2 accepted papers

2024

Learning to Route Among Specialized Experts for Zero-Shot Generalization

ICML 2024poster

Recently, there has been a widespread proliferation of "expert" language models that are specialized to a specific task or domain through parameter-efficient fine-tuning. How can we recycle large collections of expert language models to improve zero-shot generalization to unseen tasks? In this work,…

2023

Git-Theta: A Git Extension for Collaborative Development of Machine Learning Models

ICML 2023poster

Currently, most machine learning models are trained by centralized teams and are rarely updated. In contrast, open-source software development involves the iterative development of a shared artifact through distributed collaboration using a version control system. In the interest of enabling collabo…