Swaroop Ramaswamy
Publications by Year
Research Areas
Privacy-Preserving Technologies in Data, Stochastic Gradient Optimization Techniques, Adversarial Robustness in Machine Learning, Mobile Crowdsensing and Crowdsourcing, Cryptography and Data Security
Most-Cited Works
- Federated Learning for Emoji Prediction in a Mobile Keyboard(2019)
- → Differentially Private Learning with Adaptive Clipping(2019)89 cited
- → Generative Models for Effective ML on Private, Decentralized Datasets(2019)43 cited
- → Understanding Unintended Memorization in Language Models Under Federated Learning(2021)34 cited
- → Understanding Unintended Memorization in Federated Learning(2020)20 cited
- → Training Production Language Models without Memorizing User Data(2020)16 cited
- → Revealing and Protecting Labels in Distributed Training(2021)9 cited
- → A Method to Reveal Speaker Identity in Distributed ASR Training, and How to Counter IT(2022)8 cited
- → Public Data-Assisted Mirror Descent for Private Model Training(2021)3 cited
- → Applying control theory in engineering using dynamical systems methods(2026)