Papers
Topics
Authors
Recent
Search
2000 character limit reached

Logistic Margin Loss in Binary Classification

Updated 10 July 2026
  • Logistic margin loss is the cross-entropy loss applied to signed margins in binary classification, serving as a smooth, probabilistic surrogate for the 0–1 loss.
  • It features convexity and differentiability, where large positive margins minimize the loss and negative margins incur nearly linear penalties.
  • Recent generalizations and dual acceleration methods enhance its convergence, robustness, and calibration in boosting and neural network applications.

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Topic to Video (Beta)

No one has generated a video about this topic yet.

Whiteboard

No one has generated a whiteboard explanation for this topic yet.

Follow Topic

Get notified by email when new papers are published related to Logistic Margin Loss.