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08/12/2023
SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models
Transfer learning via fine-tuning pre-trained transformer models has gai...
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03/27/2023
The Resource Problem of Using Linear Layer Leakage Attack in Federated Learning
Secure aggregation promises a heightened level of privacy in federated l...
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03/21/2023
Secure Aggregation in Federated Learning is not Private: Leaking User Data at Large Scale through Model Modification
Security and privacy are important concerns in machine learning. End use...
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08/03/2022
How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?
Federated learning (FL) has attracted growing interest for enabling priv...
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09/30/2020