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Liang Yuan

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#artificial intelligence Preprint Oct 2026

Answer-Only Disclosure: Private-Context LLM Assistance over Web APIs with a Leakage Ledger

ADLER is presented, a decoding protocol for streaming LLM APIs in which every message to the cloud depends only on the public view and the answer the user sees, regardless of how the client combines the two models or how the cloud behaves.

Liang Yuan, Xiao-Hu Du, Rui-Kun Luo et al. · 0 citations

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