Tag: pairwise

  • Model inference for ranking from pairwise comparisons

    Model inference for ranking from pairwise comparisons arXiv:2512.15269v1 Announce Type: cross Abstract: We consider the problem of ranking objects from noisy pairwise comparisons, for example, ranking tennis players from the outcomes of matches. We follow a standard approach to this problem and assume that each object has an unobserved strength and that the outcome of…

  • Tree-like Pairwise Interaction Networks

    Tree-like Pairwise Interaction Networks arXiv:2508.15678v1 Announce Type: new Abstract: Modeling feature interactions in tabular data remains a key challenge in predictive modeling, for example, as used for insurance pricing. This paper proposes the Tree-like Pairwise Interaction Network (PIN), a novel neural network architecture that explicitly captures pairwise feature interactions through a shared feed-forward neural network…

  • Pairwise Cross-Variance Classification

    Pairwise Cross-Variance Classification Multi-class zero-shot embedding classification and error checking The post Pairwise Cross-Variance Classification appeared first on Towards Data Science. Doster Esh Go to original source

  • Cost-Aware Optimal Pairwise Pure Exploration

    Cost-Aware Optimal Pairwise Pure Exploration arXiv:2503.07877v1 Announce Type: new Abstract: Pure exploration is one of the fundamental problems in multi-armed bandits (MAB). However, existing works mostly focus on specific pure exploration tasks, without a holistic view of the general pure exploration problem. This work fills this gap by introducing a versatile framework to study pure…