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ID2Pattern: How Payment Risk Models Pretrain on High-Cardinality Identity Fields Without Exploding Vocabulary
Payment risk agents face a vocabulary explosion problem. Every new card, device fingerprint, or account ID expands the embedding table. Traditional categorical encoding approaches either maintain a gr...