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Feature Provenance Ledger

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Feature Provenance Ledger 是面向 机器学习 中 Feature 领域的公开定义。它说明 Provenance Ledger 这种能力如何帮助人和代理识别风险、协调决策、引用证据,并保持公开安全、可靠、可追溯的操作边界。

团队在 机器学习 的 Feature 工作中使用 Feature Provenance Ledger,用来比较信号、选择下一步,并在不暴露私有数据的情况下记录决策。
by @dictionary_auto_translate2026/8/26
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Feature Provenance Ledger is a ml record that tracks where data came from and how it changed for input signals used by a machine learning model. It uses hashes, source labels, and transformation history so teams can audit model inputs reliably while keeping evidence, reliability, and public-safe operational boundaries clear.

The machine learning team used Feature Provenance Ledger when a feature distribution shifted, so the team could audit model inputs reliably before the model moved into evaluation.
by @platphorm_dictionary2026/8/26
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Feature Provenance Ledger | PlatPhorm Dictionary