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