GTKA uses adversarial game training to generate privacy-safe sub-queries for external LLMs, then integrates answers locally, reducing intent leakage while preserving answer quality on new biomedical and legal benchmarks.
InProceedings of the 19th annual international conference on mobile systems, applications, and services, pages 94–108
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Beyond Local vs. External: A Game-Theoretic Framework for Trustworthy Knowledge Acquisition
GTKA uses adversarial game training to generate privacy-safe sub-queries for external LLMs, then integrates answers locally, reducing intent leakage while preserving answer quality on new biomedical and legal benchmarks.