arxivcs.LG2026-07-22
User-Centric Modeling of Transactional Sequences with Explainable State Space Models
We propose a hybrid approach for user-centric modeling of transactional event sequences that combines contrastive representation learning (CoLES) with State Space Models (SSMs). While contrastive methods yield high-quality compressed user representations, existing encoders -- RNN…