publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. preprint
    Differentially Private In-context Learning via Sampling Few-shot Mixed with Zero-shot Outputs
    James Flemings, HaoSheng Gan , Hongyi Li , Meisam Razaviyayn , and Murali Annavaram
    arxiv preprint, 2025
    arXiv
  2. ACL
    Estimating Privacy Leakage of Augmented Contextual Knowledge in Language Models
    James Flemings, Bo Jiang , Wanrong Zhang , Zafar Takhirov , and Murali Annavaram
    In Proceedings of ACL, 2025
    arXiv Code

2024

  1. ACL
    Differentially Private Knowledge Distillation via Synthetic Text Generation
    James Flemings, and Murali Annavaram
    In Findings of ACL, 2024
    arXiv Code
  2. NAACL
    Differentially Private Next-Token Prediction of Large Language Models
    James Flemings, Meisam Razaviyayn , and Murali Annavaram
    In Proceedings of NAACL, 2024
    arXiv Code
  3. preprint
    Practically Scalling Private Decoding of Large Language Models
    James Flemings, Meisam Razaviyayn , and Murali Annavaram
    arxiv preprint, 2024
    arXiv