Structure over Depth: A Single-Block Spatio-Temporal Transformer for Multi-Entity Reasoning

Narthana Sivalingam, Santhirarajah Sivasthigan, Buddhi Wijenayake +3

Modeling multi-entity temporal data requires capturing dependencies across entities, time, and their interactions. Transformer-based approaches perform well but often rely on deep…