Modelpublic

ariefansclub/han-humanoid-intervention-risk-classifier-v1

sourceHugging Facemitupdated 7mo agoView on Hugging Face

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Model Card

Humanoid Intervention Risk Classifier (HIRC)

Objective

Classify the probability that human intervention will be required during an interaction event.

Model Type

Binary Classification Model

Input Features

—environmentalshiftindex
—commandambiguityscore
—actuatormicroerror
—stabilityindexbefore

Output

—intervention_probability
—interventionrisklabel (true/false)

Architecture

—Feature embedding layer
—Logistic classification head
—Calibration layer for probability smoothing

Training Strategy

—Loss: Binary Cross Entropy
—Class imbalance handling enabled

Evaluation Metrics

—Accuracy
—F1 Score
—ROC-AUC

Deployment Role

Pre-emptive warning system within humanoid supervision module.

License

MIT