Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning. - Haokun Liu; Derek Tam; Mohammed Muqeeth; Jay Mohta; Tenghao Huang; Mohit Bansal; Colin Raffel (NeurIPS, 2022)

Git-Theta: A Git Extension for Collaborative Development of Machine Learning Models. - Nikhil Kandpal; Brian Lester; Mohammed Muqeeth; Anisha Mascarenhas; Monty Evans; Vishal Baskaran; Tenghao Huang; Haokun Liu; Colin Raffel (ICML, 2023)

Learning to Route Among Specialized Experts for Zero-Shot Generalization. - Mohammed Muqeeth; Haokun Liu; Yufan Liu; Colin Raffel (ICML, 2024)

Soft Merging of Experts with Adaptive Routing. - Mohammed Muqeeth; Haokun Liu; Colin Raffel (Trans. Mach. Learn. Res., 2024)

A Survey on Model MoErging: Recycling and Routing Among Specialized Experts for Collaborative Learning. - Prateek Yadav; Colin Raffel; Mohammed Muqeeth; Lucas Caccia; Haokun Liu; Tianlong Chen 001; Mohit Bansal; Leshem Choshen; Alessandro Sordoni (Trans. Mach. Learn. Res., 2025)