The goal of the AAAI-20 Workshop on Privacy-Preserving Artificial Intelligence is to provide a platform for researchers to discuss problems and present solutions related to privacy issues arising within AI applications. The workshop will focus on both theoretical and practical challenges arising in the design of privacy-preserving AI systems and algorithms. It will place particular emphasis on algorithmic approaches to protect data privacy in the context of learning, optimization, and decision making that raise fundamental challenges for existing technologies. Additionally, it will welcome algorithms and frameworks to release privacy-preserving benchmarks and datasets.
Topics of InterestWe invite paper submissions on the following (and related) topics:
- Applications of privacy-preserving AI systems
- Architectures and privacy-preserving learning protocols
- Constrained-based approaches to privacy
- Differential privacy: theory and applications
- Distributed privacy-preserving algorithms
- Human-aware private algorithms
- Incentive mechanisms and game theory
- Privacy-preserving machine learning
- Privacy-preserving algorithms for medical applications
- Privacy-preserving algorithms for temporal data
- Privacy-preserving test cases and benchmarks
- Privacy and policy-making
- Secure multi-party computation
- Secret sharing techniques
- Trade-offs between privacy and utility
Submission URL: https://easychair.org/conferences/?conf=ppai20
- Technical Papers: Full-length research papers of up to 7 pages (excluding references and appendices) detailing high quality work in progress or work that could potentially be published at a major conference.
- Short Papers: Position or short papers of up to 4 pages (excluding references and appendices) that describe initial work or the release of privacy-preserving benchmarks and datasets on the topics of interest.
All papers must be submitted in PDF format, using the AAAI-20 author kit.
Submissions should include the name(s), affiliations, and email addresses of all authors.
Submissions will be refereed on the basis of technical quality, novelty, significance, and clarity. Each submission will be thoroughly reviewed by at least two program committee members.
Submissions of papers rejected from the AAAI 2020 technical program are welcomed. Papers will be selected for oral and/or poster presentation at the workshop.
For questions about the submission process, contact the workshop co-chairs.
- November 15, 2019 - Submission Deadline
- December 4, 2019 - Acceptance Notification
- February 7 or 8, 2020 - Workshop Date (Full day)
Technical ProgramLocation: TBA
- Ferdinando Fioretto - Georgia Institute of Technology
- Pascal Van Hentenryck - Georgia Institute of Technology
- Rachel Cummings - Georgia Institute of Technology