HCAI@NeurIPS 2022, Human Centered AI

Abstract

Human-Centered AI (HCAI) is an emerging discipline that aims to create AI systems that amplify [71, 70] and augment [74] human abilities and preserve human control in order to make AI partnerships more productive, enjoyable, and fair [34]. We held a first HCAI@NeurIPS workshop in 2021 [52], with an emphasis in five areas: Interactions of humans and AIs; Methods for human-AI studies; Explainable AI; Ethics; and Fairness. In 2022, we aim to build on this work by bringing together researchers and practitioners from the NeurIPS and HCI communities and others with convergent interests in HCAI. With an emphasis on diversity and discussion, we will explore research questions that stem from the increasingly wide-spread usage of machine learning algorithms across all areas of society, with a specific focus on understanding both technical and design requirements for HCAI systems, as well as how to evaluate the efficacy and effects of HCAI systems.