@proceedings{fl4nlp-2022-federated,
    title = "Proceedings of the First Workshop on Federated Learning for Natural Language Processing (FL4NLP 2022)",
    editor = "Lin, Bill Yuchen  and
      He, Chaoyang  and
      Xie, Chulin  and
      Mireshghallah, Fatemehsadat  and
      Mehrabi, Ninareh  and
      Li, Tian  and
      Soltanolkotabi, Mahdi  and
      Ren, Xiang",
    month = may,
    year = "2022",
    address = "Dublin, Ireland",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2022.fl4nlp-1.0/"
}
@inproceedings{chen-etal-2022-actperfl,
    title = "{A}ct{P}er{FL}: Active Personalized Federated Learning",
    author = "Chen, Huili  and
      Ding, Jie  and
      Tramel, Eric  and
      Wu, Shuang  and
      Sahu, Anit Kumar  and
      Avestimehr, Salman  and
      Zhang, Tao",
    editor = "Lin, Bill Yuchen  and
      He, Chaoyang  and
      Xie, Chulin  and
      Mireshghallah, Fatemehsadat  and
      Mehrabi, Ninareh  and
      Li, Tian  and
      Soltanolkotabi, Mahdi  and
      Ren, Xiang",
    booktitle = "Proceedings of the First Workshop on Federated Learning for Natural Language Processing (FL4NLP 2022)",
    month = may,
    year = "2022",
    address = "Dublin, Ireland",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2022.fl4nlp-1.1/",
    doi = "10.18653/v1/2022.fl4nlp-1.1",
    pages = "1--5"
}
@inproceedings{ro-etal-2022-scaling,
    title = "Scaling Language Model Size in Cross-Device Federated Learning",
    author = "Ro, Jae  and
      Breiner, Theresa  and
      McConnaughey, Lara  and
      Chen, Mingqing  and
      Suresh, Ananda  and
      Kumar, Shankar  and
      Mathews, Rajiv",
    editor = "Lin, Bill Yuchen  and
      He, Chaoyang  and
      Xie, Chulin  and
      Mireshghallah, Fatemehsadat  and
      Mehrabi, Ninareh  and
      Li, Tian  and
      Soltanolkotabi, Mahdi  and
      Ren, Xiang",
    booktitle = "Proceedings of the First Workshop on Federated Learning for Natural Language Processing (FL4NLP 2022)",
    month = may,
    year = "2022",
    address = "Dublin, Ireland",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2022.fl4nlp-1.2/",
    doi = "10.18653/v1/2022.fl4nlp-1.2",
    pages = "6--20"
}
@inproceedings{wu-etal-2022-adaptive,
    title = "Adaptive Differential Privacy for Language Model Training",
    author = "Wu, Xinwei  and
      Gong, Li  and
      Xiong, Deyi",
    editor = "Lin, Bill Yuchen  and
      He, Chaoyang  and
      Xie, Chulin  and
      Mireshghallah, Fatemehsadat  and
      Mehrabi, Ninareh  and
      Li, Tian  and
      Soltanolkotabi, Mahdi  and
      Ren, Xiang",
    booktitle = "Proceedings of the First Workshop on Federated Learning for Natural Language Processing (FL4NLP 2022)",
    month = may,
    year = "2022",
    address = "Dublin, Ireland",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2022.fl4nlp-1.3/",
    doi = "10.18653/v1/2022.fl4nlp-1.3",
    pages = "21--26"
}
@inproceedings{melas-kyriazi-wang-2022-intrinsic,
    title = "Intrinsic Gradient Compression for Scalable and Efficient Federated Learning",
    author = "Melas-Kyriazi, Luke  and
      Wang, Franklyn",
    editor = "Lin, Bill Yuchen  and
      He, Chaoyang  and
      Xie, Chulin  and
      Mireshghallah, Fatemehsadat  and
      Mehrabi, Ninareh  and
      Li, Tian  and
      Soltanolkotabi, Mahdi  and
      Ren, Xiang",
    booktitle = "Proceedings of the First Workshop on Federated Learning for Natural Language Processing (FL4NLP 2022)",
    month = may,
    year = "2022",
    address = "Dublin, Ireland",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2022.fl4nlp-1.4/",
    doi = "10.18653/v1/2022.fl4nlp-1.4",
    pages = "27--41"
}