Resilient Federated Chain: Transforming Blockchain Consensus into an Active Defense Layer for Federated Learning

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TrustChain: A Blockchain Framework for Auditing and Verifying Aggregators in Decentralized Federated Learning
2025Ehsan Hallaji, R. Razavi-Far et al.
[2]
Blockchain-Enabled Defense Mechanism for Protecting Federated Learning Systems Against Malicious Node Updates
2024Adil Attiaoui, A. Kobbane et al.
[3]
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A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends
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2023Nanqing Dong, Zhipeng Wang et al.
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2021Shengshan Hu, Jianrong Lu et al.
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2021Chunjiang Che, Xiaoli Li et al.
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2021N. Palladino
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2019Xidi Qu, Shengling Wang et al.
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Federated Learning
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Founder's Pitch

"Resilient Federated Chain leverages blockchain technology to bolster federated learning's resilience against adversarial attacks, ensuring secure decentralized training."

Federated Learning SecurityScore: 7View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

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2/4 signals

5

Series A Potential

4/4 signals

10

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