ConceptAbstention / 拒绝预测 / 选择性预测

Abstention

A mechanism in machine learning in which a model voluntarily forgoes a prediction when its confidence is insufficient, handing the sample to a human or a default policy, thereby trading off coverage against accuracy.

Timeline (last 90 days)

Oct 27

Downstream systems based on failure prediction can choose to abstain on untrusted image pairs, applicable to SLAM and 3D reconstruction pipelines.

Unverified50%

All Facts (1)

Unverified

Downstream systems based on failure prediction can choose to abstain on untrusted image pairs, applicable to SLAM and 3D reconstruction pipelines.

50%

Source Articles

VGGT's Self-Awareness: Frozen Features Predict Pose Failures, ROC-AUC 93.5%Oct 27 Low-Cost Abstention Strategy: How LLM Ticket Classification Reduces Misrouting CostsOct 23