RELATEDWORKS.md

Inspiration for Criteo Privacy-preserving Machine Learning Competition @ AdKDD'21

Literature reviews

• Differential Privacy and Machine Learning: a Survey and Review Zhanglong Ji, Zachary C. Lipton, Charles Elkan - arXiv, 2014
• Learning from aggregated data Bhowmik, Avradeep - PhD Dissertation, 2019

Workshops

• Privacy-Preserving Machine Learning Workshop at NeurIPS

Papers

• EstImAgg: A Learning Framework for Groupwise Aggregated Data Bhowmik, A., Chen, M., Xing, Z., & Rajan, S. - ICDM 2019
• Model Learning from Published Aggregated Data J Wojtusiak, A Baranova - Learning Structure and Schemas from Documents, 2011
• Supervised Learning by Training on Aggregate Outputs David R. Musicant, Janara M. Christensen, Jamie F. Olson - ICDM 2007

Competitions

• CAp/Criteo privacy-preserving data representation challenge
• Differential Privacy Temporal Map Challenge