Open Internet by MindsNet

Mitigating Representation Collapse in Content-Based Routing Models

Content-based routing models suffer from representation collapse, attention sinks, and norm stratification due to magnitude-blind similarity metrics. This leads to concentrated routing, low-rank representations, and stratified key norms. The issue is prevalent across various architectures, including transformers, GATs, Mamba, RWKV, and AttnRes.

Computing & Technology, Computer Science, Artificial Intelligence