Preprint
Aug 2026
Privacy-Preserving Data Drift Detection and Recovery for Large-Scale LLM Applications via Proxy Representations
ProxyDrift is presented, a framework that identifies and measures drift between production traffic and offline evaluation sets, and constructs and refreshes those evaluation sets accordingly; all without access to raw user data.
Michael Levit, Josh Ledgard, Haoyu Dong et al.
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