Interaction Design for Explainable AI: Workshop Proceedings

12/13/2018
by   Prashan Madumal, et al.
0

As artificial intelligence (AI) systems become increasingly complex and ubiquitous, these systems will be responsible for making decisions that directly affect individuals and society as a whole. Such decisions will need to be justified due to ethical concerns as well as trust, but achieving this has become difficult due to the `black-box' nature many AI models have adopted. Explainable AI (XAI) can potentially address this problem by explaining its actions, decisions and behaviours of the system to users. However, much research in XAI is done in a vacuum using only the researchers' intuition of what constitutes a `good' explanation while ignoring the interaction and the human aspect. This workshop invites researchers in the HCI community and related fields to have a discourse about human-centred approaches to XAI rooted in interaction and to shed light and spark discussion on interaction design challenges in XAI.

READ FULL TEXT

page 2

page 4

page 5

page 6

page 14

page 18

page 20

page 21

research
12/02/2020

Reviewing the Need for Explainable Artificial Intelligence (xAI)

The diffusion of artificial intelligence (AI) applications in organizati...
research
08/19/2020

Mediating Community-AI Interaction through Situated Explanation: The Case of AI-Led Moderation

Artificial intelligence (AI) has become prevalent in our everyday techno...
research
03/20/2021

Explaining decisions made with AI: A workbook (Use case 1: AI-assisted recruitment tool)

Over the last two years, The Alan Turing Institute and the Information C...
research
12/09/2021

Explainable AI for B5G/6G: Technical Aspects, Use Cases, and Research Challenges

When 5G began its commercialisation journey around 2020, the discussion ...
research
12/02/2017

Explainable AI: Beware of Inmates Running the Asylum Or: How I Learnt to Stop Worrying and Love the Social and Behavioural Sciences

In his seminal book `The Inmates are Running the Asylum: Why High-Tech P...
research
08/02/2021

On the Importance of Domain-specific Explanations in AI-based Cybersecurity Systems (Technical Report)

With the availability of large datasets and ever-increasing computing po...
research
04/27/2023

Categorical Foundations of Explainable AI

Explainable AI (XAI) aims to address the human need for safe and reliabl...

Please sign up or login with your details

Forgot password? Click here to reset