Optimizing Delegation in Collaborative Human-AI Hybrid Teams
When humans and autonomous systems operate together as what we refer to as a hybrid
team, we of course wish to ensure the team operates successfully and effectively. We refer to …
team, we of course wish to ensure the team operates successfully and effectively. We refer to …
Towards Human-AI Complementarity with Predictions Sets
Decision support systems based on prediction sets have proven to be effective at helping
human experts solve classification tasks. Rather than providing single-label predictions …
human experts solve classification tasks. Rather than providing single-label predictions …
Optimizing Risk-averse Human-AI Hybrid Teams
We anticipate increased instances of humans and AI systems working together in what we
refer to as a hybrid team. The increase in collaboration is expected as AI systems gain …
refer to as a hybrid team. The increase in collaboration is expected as AI systems gain …
Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets
Decision support systems based on prediction sets help humans solve multiclass
classification tasks by narrowing down the set of potential label values to a subset of them …
classification tasks by narrowing down the set of potential label values to a subset of them …