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FLIRT 2023 : 1st Workshop on Federated Learning for Information Retrieval

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Link: https://sites.google.com/view/flirt-sigir23
 
When Jul 27, 2023 - Jul 27, 2023
Where Taipei, Taiwan
Submission Deadline Apr 25, 2023
Notification Due May 23, 2023
Categories    federated learning   information retrieval   machine learning
 

Call For Papers

FLIRT 2023 - CALL FOR WORKSHOP PAPERS

We are happy to announce that the 1st Workshop on Federated Learning for Information Retrieval (FLIRT) will be co-located with the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2023).

SCOPE

FLIRT will provide an open forum for researchers and practitioners to exchange ideas, identify key challenges, and define the roadmap toward a successful application of federated learning (FL) in the broad IR area.
We encourage submissions in the following areas:

* Searching and Ranking with FL
- Federated query log analysis
- Federated web search
- Federated retrieval models and ranking

* Filtering and Recommendation with FL
- Federated recommender systems

* Natural Language Processing for Search and Recommendation with FL
- Federated document representation
- Federated knowledge discovery
- Federated question-answering systems

* Infrastructure Challenges for FL-based IR systems
- Data compression
- Data heterogeneity
- Device heterogeneity
- Hardware support for on-device FL-based IR
- Energy efficiency

* Security and Privacy of FL-based IR systems
- Confidentiality and integrity of FL-based IR systems
- Adversarial attacks on FL-based IR systems
- Defense mechanisms for robust FL-based IR systems

* Fairness, Accountability, Transparency, Ethics, and Explainability (FATE) of FL-based IR systems
- FATE for FL-based search, ranking, and recommendation

* Domain-specific IR Applications with FL
- Local/mobile, social, multimedia search
- Education, legal, health, finance, etc.

USEFUL INFORMATION

Location: Taipei, Taiwan
Date: July 27, 2023
Submission Deadline: April 25, 2023
Submission Link: https://easychair.org/my/conference?conf=flirt2023

Full details are available at the workshop website: https://sites.google.com/view/flirt-sigir23

For any further questions, please drop a message at flirtsigir23@gmail.com

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