Natalia Ponomareva
Researcher @ Google
differential privacy
large language models
memorization
t5
private data
private pre-training
training data extraction attacks
low-resource
retrieval systems
language models
evaluation
4
presentations
2
number of views
SHORT BIO
Natalia has been working at Google Research for the past 8 years. Her research interests are transfer learning and recently privacy of large transfer-learnt models like Large Language Models.
Presentations
Private prediction for large-scale synthetic text generation
Kareem Amin and 7 other authors
Synthetic Query Generation for Privacy-Preserving Deep Retrieval Systems using Differentially Private Language Models
Aldo Gael Carranza and 5 other authors
"Training Text-to-Text Transformers with Privacy Guarantees"
Natalia Ponomareva
Training Text-to-Text Transformers with Privacy Guarantees
Natalia Ponomareva and 2 other authors