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Jul 2026

Ensemble Diversity Optimization for Subjective Supervision

Ensemble Diversity Optimization (EDO), a prediction-space framework that jointly optimizes ensemble weights, effective cardinality, and calibration through a unified differentiable objective, provides an efficient, model-agnostic approach for modeling human subjectivity in supervised learning.

Xia Cui, Ziyi Huang, N. Abeynayake · 0 citations
Open access Aug 2026

SETTA: Parameter-Free Test-Time Adaptation for Graph Neural Networks via Spectral-Energy-Guided Semantic Refinement

SETTA (Spectral-Energy Test-Time Adaptation), a prediction-level graph test-time adaptation framework that refines frozen outputs without test labels, gradients, parameter updates, or learnable adaptation parameters, is presented.

Dongyang Yu, Xia Cui, Rong Xiao · 0 citations

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