latent-cross-coupling
f1-latent-cross-coupling-aero-balance-instability-v0.1
What this repo does
This repository introduces a Clarus dataset for detecting latent instability under cross-coupled conditions in Formula 1 aero-balance systems.
The goal is to identify race states in which aero balance may still appear outwardly stable or only mildly anomalous but already contains hidden internal instability that may activate into sudden balance loss once interacting pressures exceed containment.
Core structure
This dataset models a pre-failure geometry… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/f1-latent-cross-coupling-aero-balance-instability-v0.1.latent-cross-coupling-instability-benchmark-v0.1Latent Cross Coupling Instability Benchmark v0.1
Overview
Some systems collapse not because visible signals indicate imminent failure, but because hidden interactions between subsystems amplify stress in ways that are not directly observable.
This benchmark evaluates whether machine learning systems can detect instability caused by latent cross-coupling interactions.
In these scenarios:
• subsystem A appears stable
• subsystem B appears stable
• observed coupling appears moderate
Yet hidden… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/latent-cross-coupling-instability-benchmark-v0.1.f1-latent-cross-coupling-thermal-load-instability-v0.1
What this repo does
Detects hidden thermal instability before performance loss appears.
Focus: temperature-driven failure across interacting systems.
Core variables
tyre_temp_load
brake_temp_load
power_unit_heat_load
cooling_efficiency
Prediction target
label_thermal_load_instability
1 → thermal regime will force performance drop0 → thermal state remains stable
Key idea
Thermal failure is rarely single-source.
It emerges from interaction:… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/f1-latent-cross-coupling-thermal-load-instability-v0.1.finance-latent-cross-coupling-liquidity-collapse-v0.1
What this repo does
This repository introduces a Clarus dataset for detecting latent instability under cross-coupled conditions in financial systems.
The goal is to identify institutions, markets, or portfolios that may still appear outwardly stable or only mildly abnormal but already contain hidden internal degradation that may activate into overt liquidity collapse once interacting pressures exceed containment.
Core structure
This dataset models a pre-failure geometry… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/finance-latent-cross-coupling-liquidity-collapse-v0.1.clinical-latent-cross-coupling-perfusion-metabolic-collapse-v0.2
Clinical Latent Cross Coupling Perfusion Metabolic Collapse v0.2
What this is
A small dataset that tests one question:
Can you detect when a perfusion-metabolic system is moving toward hidden collapse, not just carrying visible strain?
This repo focuses on latent cross coupling between perfusion stability and metabolic buffering.
It models a system where:
perfusion stability may weaken
metabolic buffer capacity may erode
latent coupling pressure may rise
compensation… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-latent-cross-coupling-perfusion-metabolic-collapse-v0.2.clinical-latent-cross-coupling-oxygen-buffer-instability-v0.2
Clinical Latent Cross Coupling Oxygen Buffer Instability v0.2
What this is
A small dataset that tests one question:
Can you detect when an oxygen-buffer system is moving toward hidden instability, not just carrying visible strain?
This repo focuses on latent cross coupling between oxygen delivery and buffer capacity.
It models a system where:
oxygen delivery may weaken
buffer capacity may erode
latent coupling pressure may rise
compensation fatigue may accumulate before… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-latent-cross-coupling-oxygen-buffer-instability-v0.2.