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Boxin Wang | Yibo Zhang | Yuan Cao | Bo Li | Hugh McMahan | Sewoong Oh | Zheng Xu | Manzil Zaheer |

User Inference Attacks on Large Language Models EMNLP

Nikhil Kandpal | Krishna Pillutla | Alina Oprea | Peter Kairouz | Christopher A. Choquette-Choo | Zheng Xu |

Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models EMNLP

Yae Jee Cho | Luyang Liu | Zheng Xu | Aldi Fahrezi | Gauri Joshi |

A Hassle-free Algorithm for Strong Differential Privacy in Federated Learning Systems EMNLP

Hugh Brendan McMahan | Zheng Xu | Yanxiang Zhang |