Talking Back - human input and explanations to interactive AI systems

Alan Dix; Tommaso Turchi; Ben Wilson; Anna Monreale; Matt Roach

Talking Back - human input and explanations to interactive AI systems

Alan Dix
, Tommaso Turchi
, Ben Wilson
, Anna Monreale
, Matt Roach

Allbwn ymchwil: Cyfraniad at gyfnodolyn › Erthygl Cynhadledd › adolygiad gan gymheiriaid

13 Wedi eu Llwytho i Lawr (Pure)

Crynodeb

While XAI focuses on providing AI explanations to humans, can the reverse - humans explaining their judgments to AI - foster richer, synergistic human-AI systems? This paper explores various forms of human inputs to AI and examines how human explanations can guide machine learning models toward automated judgments and explanations that align more closely with human concepts.

Iaith wreiddiol	Saesneg
Tudalennau (o-i)	30-43
Nifer y tudalennau	14
Cyfnodolyn	CEUR Workshop Proceedings
Cyfrol	3957
Statws	Cyhoeddwyd - 24 Maw 2025
Digwyddiad	Joint of the ACM Workshops at the International Conference on Intelligent User Interfaces 2025, IUI-WS 2025 - Cagliari, Yr Eidal Hyd: 24 Maw 2025 → …

Mynediad at Ddogfen

AXAI-paper04Fersiwn derfynol wedi’i chyhoeddi, 3.41 MBTrwydded: CC BY

https://dblp.org/db/conf/iui/iui2025w.htmlTrwydded: CC BY

Ffeiliau eraill a chysylltiadau

Dolen i’r cyhoeddiad yn Scopus

Dyfynnu hyn

@article{41a7dfc3476d4164a4669f26cc83bb9f,

title = "Talking Back - human input and explanations to interactive AI systems",

abstract = "While XAI focuses on providing AI explanations to humans, can the reverse - humans explaining their judgments to AI - foster richer, synergistic human-AI systems? This paper explores various forms of human inputs to AI and examines how human explanations can guide machine learning models toward automated judgments and explanations that align more closely with human concepts.",

keywords = "adaptive interfaces, artificial intelligence, design, explainable AI, human-AI interaction, synergistic human-AI systems, user experience, user interface",

author = "Alan Dix and Tommaso Turchi and Ben Wilson and Anna Monreale and Matt Roach",

note = "Publisher Copyright: {\textcopyright} 2025 Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).; Joint of the ACM Workshops at the International Conference on Intelligent User Interfaces 2025, IUI-WS 2025 ; Conference date: 24-03-2025",

year = "2025",

month = mar,

day = "24",

language = "English",

volume = "3957",

pages = "30--43",

journal = "CEUR Workshop Proceedings",

issn = "1613-0073",

}

TY - JOUR

T1 - Talking Back - human input and explanations to interactive AI systems

AU - Dix, Alan

AU - Turchi, Tommaso

AU - Wilson, Ben

AU - Monreale, Anna

AU - Roach, Matt

PY - 2025/3/24

Y1 - 2025/3/24

N2 - While XAI focuses on providing AI explanations to humans, can the reverse - humans explaining their judgments to AI - foster richer, synergistic human-AI systems? This paper explores various forms of human inputs to AI and examines how human explanations can guide machine learning models toward automated judgments and explanations that align more closely with human concepts.

AB - While XAI focuses on providing AI explanations to humans, can the reverse - humans explaining their judgments to AI - foster richer, synergistic human-AI systems? This paper explores various forms of human inputs to AI and examines how human explanations can guide machine learning models toward automated judgments and explanations that align more closely with human concepts.

KW - adaptive interfaces

KW - artificial intelligence

KW - design

KW - explainable AI

KW - human-AI interaction

KW - synergistic human-AI systems

KW - user experience

KW - user interface

UR - https://www.scopus.com/pages/publications/105005143130

M3 - Conference article

AN - SCOPUS:105005143130

SN - 1613-0073

VL - 3957

SP - 30

EP - 43

JO - CEUR Workshop Proceedings

JF - CEUR Workshop Proceedings

T2 - Joint of the ACM Workshops at the International Conference on Intelligent User Interfaces 2025, IUI-WS 2025

Y2 - 24 March 2025

ER -