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RelationalGraph, Timestamp -> CausallyValidSubgraph
Filter and slice multi-table transactional links using dynamic point-in-time cutoffs to preserve temporal causality across connected tables.
Problem it solves
Using future transactional records in relational databases during feature aggregation introduces data leakage.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.