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News/Privacy-Preserving Heterogeneous Multi-LLM Federated Inference for Cognitive Diagnosis
arxiv
PublishedSeptember 4, 2026 at 4:00 AM
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Privacy-Preserving Heterogeneous Multi-LLM Federated Inference for Cognitive Diagnosis

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arXiv:2609.02947v1 Announce Type: cross Abstract: Significant challenges remain in AI-driven educational systems in balancing privacy preservation with accurate cognitive diagnosis. To overcome this, we propose a federated inference framework in which several commercial LLM APIs collaborate without

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