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PrivateNLP 2021 : Workshop on Privacy and Natural Language Processing

Virtual

Event Date:	June 11, 2021 - June 11, 2021

About

Privacy-preserving data analysis has become essential in the age of Machine Learning (ML) where access to vast amounts of data can provide gains over tuned algorithms. A large proportion of user-contributed data comes from natural language e.g., text transcriptions from voice assistants.

It is therefore important to curate NLP datasets while preserving the privacy of the users whose data is collected, and train ML models that only retain non-identifying user data.

The workshop aims to bring together practitioners and researchers from academia and industry to discuss the challenges and approaches to designing, building, verifying, and testing privacy preserving systems in the context of Natural Language Processing.

Call for Papers

Topics of interest include but are not limited to:

* Privacy preserving machine learning for language models
* Generating privacy preserving test sets
* Inference and identification attacks
* Generating Differentially private derived data
* NLP, privacy and regulatory compliance
* Private Generative Adversarial Networks
* Privacy in Active Learning and Crowdsourcing
* Privacy and Federated Learning in NLP
* User perceptions on privatized personal data
* Auditing provenance in language models
* Continual learning under privacy constraints
* NLP and summarization of privacy policies
* Ethical ramifications of AI/NLP in support of usable privacy
* Homomorphic encryption for language models

Summary

PrivateNLP 2021 : Workshop on Privacy and Natural Language Processing will take place in Virtual. It’s a 1 day event starting on Jun 11, 2021 (Friday) and will be winded up on Jun 11, 2021 (Friday).

PrivateNLP 2021 falls under the following areas: NLP, etc.

Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines.

Other Details of the PrivateNLP 2021

Short Name: PrivateNLP 2021
Full Name: Workshop on Privacy and Natural Language Processing
Timing: 09:00 AM-06:00 PM (expected)
Fees: Check the official website of PrivateNLP 2021
Event Type: Workshop
Website Link:
Location/Address: Virtual

Credits and Sources

[1] PrivateNLP 2021 : Workshop on Privacy and Natural Language Processing