Shalmali Joshi
(6 articles)
Differential Privacy
System for publicly sharing information about a dataset by describing the patterns of groups within the dataset while withholding information about individuals in the dataset.
Generality: 799
Machine Unlearning
Process by which an ML model is systematically modified to forget specific data, ensuring that the data no longer influences the model's behavior or decisions.
Generality: 730
Explainability
Ability of a system to transparently convey how it arrived at a decision, making its operations understandable to humans.
Generality: 820
Interpretability
Extent to which a human can understand the cause of a decision made by an AI system.
Generality: 900
Double Descent
Phenomenon in ML where the prediction error on test data initially decreases, increases, and then decreases again as model complexity grows.
Generality: 715
Adapter
Lightweight, modular component added to a pre-trained model to fine-tune it for specific tasks without altering the original model's parameters significantly.
Generality: 425