Beyond Labels: Information-Efficient Human-in-the-Loop Learning using Ranking and Selection Queries

Belén Martín-Urcelay, Yoonsang Lee, Matthieu R. Bloch +1

Integrating human expertise into machine learning systems often reduces the role of experts to labeling oracles, a paradigm that limits the amount of information exchanged and fail…