Martine De Cock

Full Professor, University of Washington

Joined

October 2017

Names

Martine De Cock

Emails

****@uw.edu (Confirmed)

Personal Links

Career & Education History

Full Professor

University of Washington (uw.edu)

2016 – Present

PhD student

Ghent University (ugent.be)

1998 – 2002

Advisors, Relations & Conflicts

Family

Andrey Kolobov

Present

Coworker

Anderson C. A. Nascimento

Present

PhD Advisee

Sikha Pentyala

2019 – 2025

PhD Advisee

Golnoosh Farnadi

2013 – 2017

PhD Advisee

Steven Schockaert

2004 – 2008

Expertise

privacy preserving machine learning

Present

Publications

FHAIM: Fully Homomorphic AIM For Private Synthetic Data Generation
Mayank Kumar, Qian Lou, Paulo L. Barreto, Martine De Cock, Sikha Pentyala
- International Conference on Machine Learning
- Readers: Everyone
Transforming Tuberculosis Care: Optimizing Large Language Models for Enhanced Clinician-Patient Communication
Daniil Filienko, Mahek Nizar, Javier Roberti, Denise Galdamez, Haroon Jakher, Sarah Iribarren, Weichao Yuwen, Martine De Cock
- GenAI4Health Poster
- Readers: Everyone
CaPS: Collaborative and Private Synthetic Data Generation from Distributed Sources
Sikha Pentyala, Mayana Pereira, Martine De Cock
- ICML 2024 Poster
- Readers: Everyone
Secure Multiparty Computation for Synthetic Data Generation from Distributed Data
Mayana Pereira, Sikha Pentyala, Martine De Cock, Anderson Nascimento, Rafael de Sousa
- 03 Oct 2022 (modified: 05 May 2023)
- Neurips 2022 SyntheticData4ML
- Readers: Everyone
Early Detection of Sexual Predators with Federated Learning
Khaoula Chehbouni, Gilles Caporossi, Reihaneh Rabbany, Martine De Cock, Golnoosh Farnadi
- Published: 21 Oct 2022, Last Modified: 05 May 2023
- FL-NeurIPS 2022 Poster
- Readers: Everyone
Cross-Silo Training of Differentially Private Models with Secure Multiparty Computation
Sikha Pentyala, Davis Railsback, Ricardo José Menezes Maia, David Melanson, Rafael Dowsley, Anderson Nascimento, Martine De Cock
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
Privacy-Preserving Feature Selection with Secure Multiparty Computation
Xiling Li, Rafael Dowsley, Martine De Cock
- 2021 (modified: 18 May 2023)
- CoRR 2021
- Readers: Everyone
Privacy-Preserving Video Classification with Convolutional Neural Networks
Sikha Pentyala, Rafael Dowsley, Martine De Cock
- 2021 (modified: 19 Aug 2021)
- ICML 2021
- Readers: Everyone
Privacy-Preserving Training of Tree Ensembles over Continuous Data
Samuel Adams, Chaitali Choudhary, Martine De Cock, Rafael Dowsley, David Melanson, Anderson C. A. Nascimento, Davis Railsback, Jianwei Shen
- 2021 (modified: 19 Aug 2021)
- CoRR 2021
- Readers: Everyone
Privacy-Preserving Video Classification with Convolutional Neural Networks
Sikha Pentyala, Rafael Dowsley, Martine De Cock
- 2021 (modified: 19 Aug 2021)
- IACR Cryptol. ePrint Arch. 2021
- Readers: Everyone

View all 182 publications

Co-Authors

View all 166 co-authors