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Arxiv
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284
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Backdoor Detection through Replicated Execution of Outsourced Training
- Outsourcing machine learning model training to cloud providers is common practice.
- Detecting backdoored models without prior knowledge is challenging.
- A client with access to multiple cloud providers can detect deviation by replicating training steps.
- The approach is robust and suitable for clients with limited local compute capability.
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