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NeurIPS 2026Vrije Universiteit AmsterdamSony Computer Science LabLeiden University Medical CenterRepresentation & contrastive learning

Hierarchical Conformal Classification

Hierarchical conformal classification extends prediction sets to class hierarchies via constrained optimization, maintaining coverage guarantees while yielding smaller, semantically structured sets that annotators prefer.

Floris den Hengst, Inès Blin, Majid Mohammadi, Syed I Shah and 1 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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lenient 5/5
medium 6/10
strict 1/5
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NeurIPS 2026Leiden University Medical CenterNanyang TechnologicalCISPA Helmholtz Center for InforFeature attribution

Amortized Linear-time Exact Shapley Value for Product-Kernel Methods

PKeX-Shapley computes exact Shapley values for product-kernel methods via a distribution-free removal operator, achieving amortized linear-time per feature without sampling or density estimation and extending to MMD and HSIC.

Majid Mohammadi, Siu Lun (Alan) Chau, Krikamol Muandet

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5