Deconstructing Human-AI Collaboration: Agency, Interaction, and Adaptation

no code implementations • 18 Apr 2024 • Steffen Holter, Mennatallah El-Assady

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems.

AdViCE: Aggregated Visual Counterfactual Explanations for Machine Learning Model Validation

1 code implementation • 12 Sep 2021 • Oscar Gomez, Steffen Holter, Jun Yuan, Enrico Bertini

Rapid improvements in the performance of machine learning models have pushed them to the forefront of data-driven decision-making.

BIG-bench Machine Learning counterfactual +1

ViCE: Visual Counterfactual Explanations for Machine Learning Models

1 code implementation • 5 Mar 2020 • Oscar Gomez, Steffen Holter, Jun Yuan, Enrico Bertini

The continued improvements in the predictive accuracy of machine learning models have allowed for their widespread practical application.

BIG-bench Machine Learning counterfactual