Researcher profile

Daniel J. Beutel

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. On-device Federated Learning with Flower

    2021 · arXiv (Cornell University)

    Federated Learning (FL) allows edge devices to collaboratively learn a shared prediction model while keeping their training data on the device, thereby decoupling the ability to do machine learning from the need to store data …

  2. FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models

    2025

    Large Language Models (LLMs) have achieved state-of-the-art results across diverse domains, yet their development remains reliant on vast amounts of publicly available data, raising concerns about data scarcity and the lack of access to domain-specific, …