FedTrident: Resilient Road Condition Classification Against Poisoning Attacks in Federated Learning | ScienceToStartup | ScienceToStartup

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References (51)

[1]

DEFEND: Poisoned Model Detection and Malicious Client Exclusion Mechanism for Secure Federated Learning-based Road Condition Classification

2025Sheng Liu, P. Papadimitratos

[2]

AMA: Adaptive Model Poisoning Attacks Towards Federated Learning

2025Di Wu, Qianling Guo et al.

[3]

Safeguarding Federated Learning-Based Road Condition Classification

Founder's Pitch

"A federated learning system that protects road condition classification from malicious data poisoning attacks, ensuring transportation safety."

Federated Learning Security•Score: 7•View PDF ↗

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FedTrident: Resilient Road Condition Classification Against Poisoning Attacks in Federated Learning

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References (51)

Founder's Pitch

"A federated learning system that protects road condition classification from malicious data poisoning attacks, ensuring transportation safety."

Commercial Viability Breakdown

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FedTrident: Resilient Road Condition Classification Against Poisoning Attacks in Federated Learning

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References (51)

Founder's Pitch

"A federated learning system that protects road condition classification from malicious data poisoning attacks, ensuring transportation safety."

Commercial Viability Breakdown

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