Towards Robust and Privacy-preserving Text Representations

16 May 2018

Papers citing "Towards Robust and Privacy-preserving Text Representations"

42 / 42 papers shown

Title
IDT: Dual-Task Adversarial Attacks for Privacy Protection Pedro Faustini Shakila Mahjabin Tonni Annabelle McIver Qiongkai Xu Mark Dras SILM AAML 57 0 0 28 Jun 2024
NAP^2: A Benchmark for Naturalness and Privacy-Preserving Text Rewriting by Learning from Human Shuo Huang William MacLean Xiaoxi Kang Anqi Wu Lizhen Qu Qiongkai Xu Zhuang Li Xingliang Yuan Gholamreza Haffari 35 0 0 06 Jun 2024
Synthetic Data Generation for Intersectional Fairness by Leveraging Hierarchical Group Structure Gaurav Maheshwari A. Bellet Pascal Denis Mikaela Keller 57 1 0 23 May 2024
Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization Zhigang Kan Linbo Qiao Hao Yu Liwen Peng Yifu Gao Dongsheng Li 30 20 0 14 Jun 2023
SocioProbe: What, When, and Where Language Models Learn about Sociodemographics Anne Lauscher Federico Bianchi Samuel R. Bowman Dirk Hovy 40 7 0 08 Nov 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 Oct 2022
Privacy-Preserving Text Classification on BERT Embeddings with Homomorphic Encryption Garam Lee Minsoo Kim J. Park Seung-won Hwang Jung Hee Cheon 38 17 0 05 Oct 2022
How Much User Context Do We Need? Privacy by Design in Mental Health NLP Application Ramit Sawhney A. Neerkaje Ivan Habernal Lucie Flek 29 3 0 05 Sep 2022
Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset Peter Henderson M. Krass Lucia Zheng Neel Guha Christopher D. Manning Dan Jurafsky Daniel E. Ho AILaw ELM 138 97 0 01 Jul 2022
FairGrad: Fairness Aware Gradient Descent Gaurav Maheshwari Michaël Perrot FaML 44 11 0 22 Jun 2022
Optimising Equal Opportunity Fairness in Model Training Aili Shen Xudong Han Trevor Cohn Timothy Baldwin Lea Frermann FaML 32 28 0 05 May 2022
You Are What You Write: Preserving Privacy in the Era of Large Language Models Richard Plant V. Giuffrida Dimitra Gkatzia PILM 38 19 0 20 Apr 2022
On Information Hiding in Natural Language Systems Geetanjali Bihani Julia Taylor Rayz 23 0 0 12 Mar 2022
Deduplicating Training Data Mitigates Privacy Risks in Language Models Nikhil Kandpal Eric Wallace Colin Raffel PILM MU 54 275 0 14 Feb 2022
Learning Fair Representations via Rate-Distortion Maximization Somnath Basu Roy Chowdhury Snigdha Chaturvedi FaML 8 14 0 31 Jan 2022
Twitter-Demographer: A Flow-based Tool to Enrich Twitter Data Federico Bianchi Vincenzo Cutrona Dirk Hovy 24 4 0 26 Jan 2022
The Text Anonymization Benchmark (TAB): A Dedicated Corpus and Evaluation Framework for Text Anonymization Ildikó Pilán Pierre Lison Lilja Ovrelid Anthia Papadopoulou David Sánchez Montserrat Batet AILaw 40 78 0 25 Jan 2022
Privacy-aware Early Detection of COVID-19 through Adversarial Training Omid Rohanian Samaneh Kouchaki A. Soltan Jenny Yang Morteza Rohanian Yang Yang David Clifton AAML OOD 31 6 0 09 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 30 111 0 28 Dec 2021
Fairness-aware Class Imbalanced Learning Shivashankar Subramanian Afshin Rahimi Timothy Baldwin Trevor Cohn Lea Frermann FaML 109 28 0 21 Sep 2021
Evaluating Debiasing Techniques for Intersectional Biases Shivashankar Subramanian Xudong Han Timothy Baldwin Trevor Cohn Lea Frermann 110 48 0 21 Sep 2021
Balancing out Bias: Achieving Fairness Through Balanced Training Xudong Han Timothy Baldwin Trevor Cohn 26 39 0 16 Sep 2021
Benchmarking Differential Privacy and Federated Learning for BERT Models Priya Basu Tiasa Singha Roy Rakshit Naidu Zumrut Muftuoglu Sahib Singh Fatemehsadat Mireshghallah FedML AI4MH 24 50 0 26 Jun 2021
Unsupervised Information Obfuscation for Split Inference of Neural Networks Mohammad Samragh H. Hosseini Aleksei Triastcyn K. Azarian Joseph B. Soriaga F. Koushanfar 25 11 0 23 Apr 2021
Privacy Regularization: Joint Privacy-Utility Optimization in Language Models Fatemehsadat Mireshghallah Huseyin A. Inan Marcello Hasegawa Victor Rühle Taylor Berg-Kirkpatrick Robert Sim 19 40 0 12 Mar 2021
Privacy-Preserving Graph Convolutional Networks for Text Classification Timour Igamberdiev Ivan Habernal GNN 31 33 0 10 Feb 2021
Diverse Adversaries for Mitigating Bias in Training Xudong Han Timothy Baldwin Trevor Cohn 11 62 0 25 Jan 2021
Dictionary-based Debiasing of Pre-trained Word Embeddings Masahiro Kaneko Danushka Bollegala FaML 38 38 0 23 Jan 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 218 137 0 23 Jan 2021
Mitigating the Position Bias of Transformer Models in Passage Re-Ranking Sebastian Hofstatter Aldo Lipani Sophia Althammer Markus Zlabinger Allan Hanbury 60 15 0 18 Jan 2021
Differentially Private Representation for NLP: Formal Guarantee and An Empirical Study on Privacy and Fairness Lingjuan Lyu Xuanli He Yitong Li 35 89 0 03 Oct 2020
Demoting Racial Bias in Hate Speech Detection Mengzhou Xia Anjalie Field Yulia Tsvetkov 38 116 0 25 May 2020
Adversarial Alignment of Multilingual Models for Extracting Temporal Expressions from Text Lukas Lange Anastasiia Iurshina Heike Adel Jannik Strötgen 30 29 0 19 May 2020
Information Leakage in Embedding Models Congzheng Song A. Raghunathan MIACV 24 262 0 31 Mar 2020
Don't Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference Yonatan Belinkov Adam Poliak Stuart M. Shieber Benjamin Van Durme Alexander M. Rush 27 94 0 09 Jul 2019
Transfer of Machine Learning Fairness across Domains Candice Schumann Xuezhi Wang Alex Beutel Jilin Chen Hai Qian Ed H. Chi 35 69 0 24 Jun 2019
Mitigating Gender Bias in Natural Language Processing: Literature Review Tony Sun Andrew Gaut Shirlyn Tang Yuxin Huang Mai Elsherief Jieyu Zhao Diba Mirza E. Belding-Royer Kai-Wei Chang William Yang Wang AI4CE 47 543 0 21 Jun 2019
Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records Max Friedrich Arne Köhn Gregor Wiedemann Chris Biemann OOD MedIm 16 26 0 12 Jun 2019
Overlearning Reveals Sensitive Attributes Congzheng Song Vitaly Shmatikov 19 148 0 28 May 2019
Generalised Differential Privacy for Text Document Processing Natasha Fernandes Mark Dras Annabelle McIver 13 107 0 26 Nov 2018
Adversarial Removal of Demographic Attributes from Text Data Yanai Elazar Yoav Goldberg FaML 21 304 0 20 Aug 2018
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 312 13,373 0 25 Aug 2014