Mathews, Rajiv

Federated Learning for Mobile Keyboard Prediction

Hard, A., Rao, K., Mathews, R., Ramaswamy, S., Beaufays, F., Augenstein, S., Eichner, H., Kiddon, C., & Ramage, D. (2018) · arXiv

Privacy-Preserving Technologies in DataPrivacy, Security, and Data Protection

Cited by 1,148

Federated Learning for Emoji Prediction in a Mobile Keyboard

Ramaswamy, S., Mathews, R., Rao, K., & Beaufays, F. (2019) · arXiv

Privacy-Preserving Technologies in DataDigital Communication and Language

Cited by 231

Federated Evaluation of On-device Personalization

Wang, K., Mathews, R., Kiddon, C., Eichner, H., Beaufays, F., & Ramage, D. (2019) · arXiv

Privacy-Preserving Technologies in DataDomain Adaptation and Few-Shot Learning

Cited by 184

Generative Models for Effective ML on Private, Decentralized Datasets

Augenstein, S., McMahan, H. B., Ramage, D., Ramaswamy, S., Kairouz, P., Chen, M., Mathews, R., & Arcas, B. A. Y. (2019) · arXiv

Privacy-Preserving Technologies in DataGenerative Adversarial Networks and Image Synthesis

Cited by 103

Federated Learning Of Out-Of-Vocabulary Words

Chen, M., Mathews, R., Ouyang, T., & Beaufays, F. (2019) · arXiv

Privacy-Preserving Technologies in DataNatural Language Processing Techniques

Cited by 97

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Comanici, G., Bieber, E., Schaekermann, M., Pasupat, I., Sachdeva, N., Dhillon, I., Blistein, M., Ram, O., Zhang, D., Rosen, E., et al. (2025) · arXiv

Multimodal Machine Learning ApplicationsTopic Modeling

Cited by 69

Understanding Unintended Memorization in Language Models Under Federated Learning

Thakkar, O. D., Ramaswamy, S., Mathews, R., & Beaufays, F. (2021) · Proceedings of the Third Workshop on Privacy in Natural Language Processing

Privacy-Preserving Technologies in DataStochastic Gradient Optimization Techniques

Cited by 39

Training Production Language Models without Memorizing User Data

Ramaswamy, S., Thakkar, O., Mathews, R., Andrew, G., McMahan, H. B., & Beaufays, F. (2020) · arXiv

Privacy-Preserving Technologies in DataPrivacy, Security, and Data Protection

Cited by 37