Researcher profile
Daniel J. Beutel
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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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 …
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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, …