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

arXiv:2610.38126v1 Announce Type: cross Abstract: Web assistants increasingly answer questions about a user's private documents by pairing a small on-device model with a cloud LLM behind a Web API. In collaborative decoding, the document stays on the client, a