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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+
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+ # CE — Coupling Explosion Probe
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+
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+ This dataset is a periodic-table probe designed to detect coupling explosion in complex systems.
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+
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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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+
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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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+ ---
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+
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+ # Geometry Symbol
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+
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+ CE
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+
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+ Coupling Explosion
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+
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+ Family: Interaction Amplification Failures
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+
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+ ---
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+
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+ # Mechanism
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+
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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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+
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+ Typical characteristics include:
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+
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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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+
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+ These conditions create rapid system-wide instability.
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+
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+ ---
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+
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+ # Signals
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+
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+ pressure
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+ overall system stress level
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+
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+ coupling_strength
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+ degree of interaction between subsystems
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+
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+ drift_gradient
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+ direction of system trajectory
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+
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+ propagation_factor
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+ how strongly disturbances spread
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+
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+ boundary_distance
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+ distance to instability threshold
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+
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+ ---
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+
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+ # Prediction Target
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+
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+ label_coupling_explosion
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+
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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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+ ---
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+
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+ # Row Structure
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+
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+ Each row represents a snapshot of system state.
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+
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+ Signals are normalized between 0 and 1.
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+
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+ Higher values generally indicate stronger instability forces.
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+
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+ ---
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+
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+ # Files
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+
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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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+ ---
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+
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+ # Evaluation
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+
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+ Predictions must include:
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+
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+ scenario_id
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+ prediction
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+
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+ Metrics reported:
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+
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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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+ ---
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+
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+ # Instability Geometry Probes
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+
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+ This dataset is part of the instability geometry probe library.
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+
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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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+
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+ These probes isolate fundamental instability geometries across complex systems.
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+
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+ ---
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+
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+ # License
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+
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+ MIT