When Oracle Conditioning Misleads Deployment: Conditioning-Availability Bias in Echocardiographic Segmentation

arXiv:2608.03342 · cs.CV, cs.AI · Submitted 2026-08-04 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-08-04

Updated: 2026-09-01

Terminology

• Benchmark — 6× in this paper · explained in 2 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• Ablation — 4× in this paper · explained in 1 episode
• nnU-Net — 4× in this paper · explained in 2 episodes
• Regularization — 3× in this paper · explained in 3 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• International Conference on Learning Representations — 1× in this paper

Sources

• Classifier-Free Diffusion Guidance
• Unifying distillation and privileged information

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