publications

2025

1. IoTJ

   

   FAST: Federated Active Learning With Foundation Models for Communication-Efficient Sampling and Training

   Haoyuan Li, Mathias Funk, Jindong Wang, and 1 more author

   IEEE Internet of Things Journal, 2025

   Short Paper @ Tiny Titans: The next wave of On-Device Learning for Foundational Models (TTODLer-FM) Workshop at ICML 2025.

   Bib Website

   @article{li2025fast,
     bibtex_show = {true},
     title = {FAST: Federated Active Learning With Foundation Models for Communication-Efficient Sampling and Training},
     author = {Li, Haoyuan and Funk, Mathias and Wang, Jindong and Saeed, Aaqib},
     journal = {IEEE Internet of Things Journal},
     year = {2025},
     publisher = {IEEE},
     note = {Short Paper @ <a href="https://ttodlerfm.gitlab.io/">Tiny Titans: The next wave of On-Device Learning for Foundational Models (TTODLer-FM) Workshop at ICML 2025</a>.},
   }

2. ICML Workshop

   Position: Agentic Federated Learning for AI-Driven Strategy Design and Optimization

   Haoyuan Li, Jindong Wang, Mathias Funk, and 1 more author

   In ICML 2025 Workshop on Collaborative and Federated Agentic Workflows, 2025

2024

1. IEEE BigData

   Empowering Data Mesh with Federated Learning

   Haoyuan Li and Salman Toor

   In 2024 IEEE International Conference on Big Data (BigData), 2024
2. IEEE BigData

   

   Collaboratively learning federated models from noisy decentralized data

   Haoyuan Li, Mathias Funk, Nezihe Merve Gürel, and 1 more author

   In 2024 IEEE International Conference on Big Data (BigData), 2024

   Short Paper @ Data-centric Machine Learning Research Workshop at ICML 2024.

   Bib Website

   @inproceedings{li2024collaboratively,
     bibtex_show = {true},
     title = {Collaboratively learning federated models from noisy decentralized data},
     author = {Li, Haoyuan and Funk, Mathias and G{\"u}rel, Nezihe Merve and Saeed, Aaqib},
     booktitle = {2024 IEEE International Conference on Big Data (BigData)},
     pages = {7879--7888},
     year = {2024},
     organization = {IEEE},
     note = {Short Paper @ <a href="https://dmlr.ai/cfp-icml24/">Data-centric Machine Learning Research Workshop at ICML 2024</a>.},
   }