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papers

Publications (8)

Variance-Gated Ensembles: An Epistemic-Aware Framework for Uncertainty Estimation

H. Martin Gillis, Isaac Xu, Thomas Trappenberg

Improving Detection of Rare Nodes in Hierarchical Multi-Label Learning

Isaac Xu, Martin Gillis, Ayushi Sharma +3

Covariance Last-Layer Ensembles: Function-Space Diversity for Efficient Uncertainty Quantification

H. Martin Gillis, Isaac Xu, Gabriel Spadon +1

BenthicNet: A global compilation of seafloor images for deep learning applications

Scott C. Lowe, Benjamin Misiuk, Isaac Xu +26

Last-layer committee machines for uncertainty estimations of benthic imagery

H. Martin Gillis, Isaac Xu, Benjamin Misiuk +2

Label-free Monitoring of Self-Supervised Learning Progress

Isaac Xu, Scott Lowe, Thomas Trappenberg

Hierarchical Multi-Label Classification with Missing Information for Benthic Habitat Imagery

Isaac Xu, Benjamin Misiuk, Scott C. Lowe +3

Uncertainty Estimation using Variance-Gated Distributions

H. Martin Gillis, Isaac Xu, Thomas Trappenberg