publications
conference & journal articles
2024
- Finding MIDDLE Ground: Scalable and Secure Distributed LearningIn Conference on Information and Knowledge Management, 2024
2023
- SWIFT: Rapid Decentralized Federated Learning via Wait-Free Model CommunicationIn International Conference on Learning Representations, 2023
- Large-Scale Distributed Learning via Private On-Device LSHIn Thirty-seventh Conference on Neural Information Processing Systems, 2023
2019
- Optimal nanoparticles for heat absorption and costInternational Journal of Heat and Mass Transfer, 2019
preprints
2024
- FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding?2024
2023
- Towards Realistic Mechanisms That Incentivize Federated Participation and Contribution2023
2022
- Escaping From Saddle Points Using Asynchronous Coordinate Gradient DescentarXiv preprint arXiv:2211.09908, 2022
2021
- Comfetch: Federated Learning of Large Networks on Memory-Constrained Clients via SketchingarXiv preprint arXiv:2109.08346, 2021