Ozgur B. Akan
1 indexed paper
Recent (6 mo)
1With code
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126
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ML×1Crypto×1Networking×1
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2026
Graph Representation Learning Augmented Model Manipulation on Federated Fine-Tuning of LLMs
The paper proposes an Augmented Model maniPulation (AugMP) strategy, utilizing graph representation learning, to effectively and stealthily manipulate federated fine-tuning of LLMs, significantly degrading global model performance while evading standard defenses.
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Papers
cs.LGcs.CRcs.NIRecentMay 8, 2026
Graph Representation Learning Augmented Model Manipulation on Federated Fine-Tuning of LLMs
Hanlin Cai, Kai Li, Houtianfu Wang, Haofan Dong +3 more
The paper proposes an Augmented Model maniPulation (AugMP) strategy, utilizing graph representation learning, to effectively and stealthily manipulate federated fine-tuning of LLMs, significantly degr…
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