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Apr 17, 2023 · Databases

Understanding MySQL Auto‑Increment IDs, InnoDB row_id, Xid, trx_id, thread_id and Redis External Keys

This article explains the different types of auto‑increment identifiers used by MySQL—including table primary keys, InnoDB row_id, Xid, trx_id, and thread_id—covers their limits and behaviors when they overflow, and introduces Redis as an external auto‑increment key solution.

InnoDBMySQLRedis

0 likes · 8 min read

Understanding MySQL Auto‑Increment IDs, InnoDB row_id, Xid, trx_id, thread_id and Redis External Keys

DataFunTalk

Aug 24, 2021 · Artificial Intelligence

De‑identification in Federated Learning: Using xID Technology to Protect Sample Intersection Information

This article explains federated learning, its vertical and horizontal variants, the privacy risks of sample intersection in financial scenarios, reviews common de‑identification methods, and introduces the xID technique with generation‑mapping services to securely protect intersecting data while enabling collaborative AI modeling.

Data De-identificationFederated LearningVertical FL

0 likes · 13 min read

De‑identification in Federated Learning: Using xID Technology to Protect Sample Intersection Information