24 citations · 25 across the 4 of their papers we have counts for
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cs.LG2025
Latent Space Factorization in LoRA
Shashi Kumar, Yacouba Kaloga, John Mitros +2
Low-rank adaptation (LoRA) is a widely used method for parameter-efficient finetuning. However, existing LoRA variants lack mechanisms to explicitly disambiguate task-relevant info…
cs.LG2024
Generalization vs. Memorization in the Presence of Statistical Biases in Transformers
John Mitros
This study aims to understand how statistical biases affect the model's ability to generalize to in-distribution and out-of-distribution data on algorithmic tasks. Prior research i…
cs.LG2019★ 1 cited
A Categorisation of Post-hoc Explanations for Predictive Models
John Mitros, Brian Mac Namee
The ubiquity of machine learning based predictive models in modern society naturally leads people to ask how trustworthy those models are? In predictive modeling, it is quite commo…