Fairness-Aware Low-Rank Representation Fine-Tuning

Parameswaran Kamalaruban, Mark Anderson, Stuart Burrell +3

Pre-trained foundation models can be efficiently adapted for specific tasks using Low-Rank Adaptation (LoRA), but the fairness properties of these adapted classifiers remain undere…