Mutable Low-Rank Sketches for Retrain-Free Recommendation

Hector J. Garcia, Nick Clayton

A common bottleneck in two-stage recommendation is embedding staleness: when a user rates a new item, their embedding remains fixed until the next retrain cycle. We propose mutable…