ClarusC64/BD-boundary-drift-collapse-probe-v1

--- language: en license: mit task_categories: - tabular-classification tags: - instability-geometry - boundary-drift - stability-intelligence - probe-dataset size_categories: - n<1K pretty_name: Boundary Drift Collapse Probe --- # BD — Boundary Drift Collapse Probe This dataset is a periodic-table probe designed to detect boundary drift collapse in complex systems. Boundary drift collapse occurs when a system gradually approaches an instability boundary without obvious surface signals. Collapse often appears sudden, but the structural drift toward the boundary occurs slowly over time. This probe tests whether models can recognize that hidden drift. --- # Geometry Symbol BD Boundary Drift Collapse Family: Gradual Drift Failures --- # Mechanism Boundary drift collapse emerges when pressure increases slowly while buffers degrade and the system trajectory moves toward an instability boundary. Unlike cascade failures, the drift is gradual and often difficult to detect from surface observations. Typical features include: - moderate but rising pressure - positive drift gradient - decreasing boundary distance - gradual buffer depletion --- # Signals pressure overall system load drift_gradient direction of system movement in state space boundary_distance distance to instability threshold buffer_capacity remaining system buffering ability trajectory_uncertainty uncertainty in system trajectory direction --- # Prediction Target label_boundary_drift_collapse 1 = boundary drift toward collapse 0 = stable or recovering system --- # Row Structure Each row represents a system snapshot. Signals are normalized between 0 and 1. Higher values typically represent stronger structural pressure toward instability. --- # Files data/train.csv data/tester.csv scorer.py --- # Evaluation Predictions must contain: scenario_id prediction Metrics reported: accuracy precision recall f1 --- # Instability Geometry Probes This dataset is part of a broader instability geometry probe library. CC — Cascade Collapse BE — Buffer Exhaustion DF — Delayed Feedback OE — Oscillatory Instability BD — Boundary Drift Collapse These probes isolate fundamental instability geometries across complex systems. --- # License MIT