Publications

2025

1. SIMODS

   Tight Pac-Bayesian Risk Certificates for Contrastive Learning

   Anna Van Elst and Debarghya Ghoshdastidar

   SIAM Journal on Mathematics of Data Science, 2025

   arXiv Bib Code Website

   @article{van2025tight,
     title = {Tight Pac-Bayesian Risk Certificates for Contrastive Learning},
     author = {Van Elst, Anna and Ghoshdastidar, Debarghya},
     journal = {SIAM Journal on Mathematics of Data Science},
     volume = {7},
     number = {4},
     pages = {1904--1927},
     year = {2025},
     publisher = {SIAM},
   }

2. FLTA/IEEE

   Asynchronous Gossip Algorithms for Rank-Based Statistical Methods

   Anna Van Elst, Igor Colin, and Stephan Clémençon

   In 2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA), 2025

   arXiv Bib Code Slides Website

   @inproceedings{van2025asynchronous,
     title = {Asynchronous Gossip Algorithms for Rank-Based Statistical Methods},
     author = {Van Elst, Anna and Colin, Igor and Cl{\'e}men{\c{c}}on, Stephan},
     booktitle = {2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA)},
     pages = {448--455},
     year = {2025},
     organization = {IEEE},
   }

3. NeurIPS

   Robust Distributed Estimation: Extending Gossip Algorithms to Ranking and Trimmed Means

   Anna Elst, Igor Colin, and Stephan Clémençon

   In The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025

   arXiv Bib Code Poster Slides Website

   @inproceedings{elst2025robust,
     title = {Robust Distributed Estimation: Extending Gossip Algorithms to Ranking and Trimmed Means},
     author = {van Elst, Anna and Colin, Igor and Cl{\'e}men{\c{c}}on, Stephan},
     booktitle = {The Thirty-ninth Annual Conference on Neural Information Processing Systems},
     year = {2025},
   }