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← Authors

Edward Dougherty

4 papers · 2021–2024 · 4 conferences · across top CS/AI conferences

Achievements

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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🐝 Cross-Pollinator (6)

Conferences

AISTATS (1) ICLR (1) NIPS (1) UAI (1)

Top co-authors

Byung-Jun Yoon (4) Xiaoning Qian (4) Francis Alexander (3) Guang Zhao (3) Francis J. Alexander (1) Raymundo Arróyave (1) Nathan Urban (1) Mingzhou Fan (1)

Keywords

bayesian active learning (1) gaussian process classification (1) label efficiency (1) acquisition function (1) query synthesis (1) bayesian classifier (1) mean objective cost of uncertainty (1) expected loss reduction (1) pool-based active learning (1) error reduction (1) soft mofu (1)

Papers

Multi-fidelity Bayesian Optimization with Multiple Information Sources of Input-dependent Fidelity UAI 2024 Efficient Active Learning for Gaussian Process Classification by Error Reduction NIPS 2021 Bayesian Active Learning by Soft Mean Objective Cost of Uncertainty AISTATS 2021 Uncertainty-aware Active Learning for Optimal Bayesian Classifier ICLR 2021