Benchmarking Differential Privacy and Federated Learning for BERT Models

Benchmarking Differential Privacy and Federated Learning for BERT Models

26 June 2021

Tiasa Singha Roy

Rakshit Naidu

Zumrut Muftuoglu

Fatemehsadat Mireshghallah

Papers citing "Benchmarking Differential Privacy and Federated Learning for BERT Models"

11 / 11 papers shown

Title
The MiniPile Challenge for Data-Efficient Language Models Jean Kaddour MoE ALM 24 40 0 17 Apr 2023
A Federated Approach for Hate Speech Detection Jay Gala Deep Gandhi Jash Mehta Zeerak Talat 18 4 0 18 Feb 2023
Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping Jiyan He Xuechen Li Da Yu Huishuai Zhang Janardhan Kulkarni Y. Lee A. Backurs Nenghai Yu Jiang Bian 27 46 0 03 Dec 2022
Differential Privacy in Natural Language Processing: The Story So Far Oleksandra Klymenko Stephen Meisenbacher Florian Matthes 31 15 0 17 Aug 2022
Memorization in NLP Fine-tuning Methods Fatemehsadat Mireshghallah Archit Uniyal Tianhao Wang David E. Evans Taylor Berg-Kirkpatrick AAML 61 39 0 25 May 2022
Interpretability of Fine-grained Classification of Sadness and Depression Tiasa Singha Roy Priya Basu Aman Priyanshu Rakshit Naidu 16 2 0 20 Mar 2022
Differentially Private Graph Classification with GNNs Tamara T. Mueller Johannes C. Paetzold Chinmay Prabhakar Dmitrii Usynin Daniel Rueckert Georgios Kaissis 47 18 0 05 Feb 2022
Differentially Private Fine-tuning of Language Models Da Yu Saurabh Naik A. Backurs Sivakanth Gopi Huseyin A. Inan ... Y. Lee Andre Manoel Lukas Wutschitz Sergey Yekhanin Huishuai Zhang 134 346 0 13 Oct 2021
Privacy enabled Financial Text Classification using Differential Privacy and Federated Learning Priya Basu Tiasa Singha Roy Rakshit Naidu Zumrut Muftuoglu 24 20 0 04 Oct 2021
UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis Fatemehsadat Mireshghallah Vaishnavi Shrivastava Milad Shokouhi Taylor Berg-Kirkpatrick Robert Sim Dimitrios Dimitriadis FedML 46 33 0 01 Oct 2021
Just What do You Think You're Doing, Dave?' A Checklist for Responsible Data Use in NLP Anna Rogers Timothy Baldwin Kobi Leins 104 64 0 14 Sep 2021