conftrace_

h-consistency bound

6 papers

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Also known as

H-CONSISTENCY

Co-occurring keywords

surrogate loss (94) neural network (6616) loss function (462) multi-class classification (280) adversarial robustness (1341) comp-sum loss (1) abstention loss (1) ranking surrogate loss (1) cardinality-aware algorithm (1) linear model (94)

Papers

Cardinality-Aware Set Prediction and Top-$k$ Classification NIPS 2024

Multi-Label Learning with Stronger Consistency Guarantees NIPS 2024

Theoretically Grounded Loss Functions and Algorithms for Adversarial Robustness AISTATS 2023

$H$-Consistency Bounds for Pairwise Misranking Loss Surrogates ICML 2023

Cross-Entropy Loss Functions: Theoretical Analysis and Applications ICML 2023

Multi-Class $H$-Consistency Bounds NIPS 2022