| --- |
| language: en |
| license: mit |
| task_categories: |
| - tabular-classification |
| tags: |
| - instability-geometry |
| - coupling-explosion |
| - stability-intelligence |
| - probe-dataset |
| size_categories: |
| - n<1K |
| pretty_name: Coupling Explosion Probe |
| --- |
| |
| # CE — Coupling Explosion Probe |
|
|
| This dataset is a periodic-table probe designed to detect coupling explosion in complex systems. |
|
|
| Coupling explosion occurs when subsystem interactions become so strong that disturbances rapidly propagate through the entire system. Small perturbations can amplify quickly, producing system-wide instability. |
|
|
| This probe evaluates whether models can detect the structural conditions that enable this amplification. |
|
|
| --- |
|
|
| # Geometry Symbol |
|
|
| CE |
|
|
| Coupling Explosion |
|
|
| Family: Interaction Amplification Failures |
|
|
| --- |
|
|
| # Mechanism |
|
|
| Coupling explosion emerges when subsystem coupling strength becomes high enough that disturbances propagate faster than the system can absorb them. |
|
|
| Typical characteristics include: |
|
|
| high subsystem coupling |
| positive drift toward instability |
| strong propagation factors |
| shrinking boundary distance |
|
|
| These conditions create rapid system-wide instability. |
|
|
| --- |
|
|
| # Signals |
|
|
| pressure |
| overall system stress level |
|
|
| coupling_strength |
| degree of interaction between subsystems |
| |
| drift_gradient |
| direction of system trajectory |
|
|
| propagation_factor |
| how strongly disturbances spread |
| |
| boundary_distance |
| distance to instability threshold |
|
|
| --- |
|
|
| # Prediction Target |
|
|
| label_coupling_explosion |
|
|
| 1 = coupling-driven instability forming |
| 0 = system interactions remain contained |
|
|
| --- |
|
|
| # Row Structure |
|
|
| Each row represents a snapshot of system state. |
|
|
| Signals are normalized between 0 and 1. |
|
|
| Higher values generally indicate stronger instability forces. |
|
|
| --- |
|
|
| # Files |
|
|
| data/train.csv |
| data/tester.csv |
| scorer.py |
|
|
| --- |
|
|
| # Evaluation |
|
|
| Predictions must include: |
|
|
| scenario_id |
| prediction |
| |
| Metrics reported: |
| |
| accuracy |
| precision |
| recall |
| f1 |
| |
| --- |
| |
| # Instability Geometry Probes |
| |
| This dataset is part of the instability geometry probe library. |
| |
| CC — Cascade Collapse |
| BE — Buffer Exhaustion |
| DF — Delayed Feedback |
| OE — Oscillatory Instability |
| BD — Boundary Drift Collapse |
| CE — Coupling Explosion |
| |
| These probes isolate fundamental instability geometries across complex systems. |
| |
| --- |
| |
| # License |
| |
| MIT |
