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Human-AI Collaboration in Decision-Making: Beyond Learning to Defer. (arXiv:2206.13202v2 [cs.LG] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Human-AI collaboration (HAIC) in decision-making aims to create synergistic
teaming between human decision-makers and AI systems. Learning to defer (L2D)
has been presented as a promising framework to determine who among humans and
AI should make which decisions in order to optimize the performance and
fairness of the combined system. Nevertheless, L2D entails several often
unfeasible requirements, such as the availability of predictions from humans
for every instance or ground-truth labels that are independent from said
humans. Furthermore, neither L2D …
ai ai collaboration arxiv collaboration decision human learning lg making