Monitoring Neural Training with Topology: A Footprint-Predictable Collapse Index

A new topology-aware monitor, the Collapse Index (CI), is proposed to detect representational collapse early in neural training. It uses fast, incremental updates to provide a low-latency early-warning signal for interventions in LLM fine-tuning and KGE training.