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Email

l.sonenberg@unimelb.edu.au

Credentials


Position
Professor Emerita / Emeritus
School of Computing and Information Systems
Education
Graduate Diploma
University of Melbourne
PhD
Monash University
Bachelors Degree
Monash University
ORCID

0000-0002-8653-2555

Prof Liz Sonenberg

Professor Emerita / Emeritus
School of Computing and Information Systems

162 Scholarly works
22 Projects

HIGHLIGHTS

  • 2025

    Journal article

    An Actionability Assessment Tool for Enhancing Algorithmic Recourse in Explainable AI
    DOI: 10.1109/THMS.2025.3582285
  • 2025

    Journal article

    Improving Tactical Decision-Making Through Multiobjective Contrastive Explanations
    DOI: 10.1109/THMS.2025.3591163
  • 2024

    Book Chapter

    Towards the New XAI: A Hypothesis-Driven Approach to Decision Support Using Evidence
    DOI: 10.3233/FAIA240571
  • 2023

    Journal article

    Directive Explanations for Actionable Explainability in Machine Learning Applications
    DOI: 10.1145/3579363
  • 2019

    Research Contracts

    Explanatory AI for Maritime Domain Awareness
  • 2019

    Research Grant

    Explanation in Artificial Intelligence: A Human-Centred Approach
  • 2018

    Research Grant

    A Computational Theory of Strategic Deception
Liz Sonenberg

Latest Honours,
Awards and Fellowships


2020
Australasian AI Awards: 2020 Distinguished Research Contribution https://australasian.ai/awards Australasian AI ---- ACS National AI Committee

RECENT SCHOLARLY WORKS

  • 2023

    Journal article

    Logics and collaboration
    DOI: 10.1093/jigpal/jzad006
  • 2023

    Journal article

    The effects of explanations on automation bias
    DOI: 10.1016/j.artint.2023.103952
  • 2023

    Conference Proceedings

    Explaining Model Confidence Using Counterfactuals
    DOI: 10.1609/aaai.v37i10.2636126399
  • 2022

    Journal article

    Efficient multi-agent epistemic planning: Teaching planners about nested belief
    DOI: 10.1016/j.artint.2021.103605
  • 2021

    Journal article

    Modeling communication of collaborative multiagent system under epistemic planning
    DOI: 10.1002/int.22536
  • 2021

    Conference Proceedings

    The Role of Environments in Affording Deceptive Behaviour: Some Preliminary Insights from Stage Magic
    DOI: 10.1007/978-3-030-91779-1_2

RECENT PROJECTS

  • 2026

    Research grants (ARC, NHMRC, MRFF)

    An Interventionist Approach to Explainable Artificial Intelligence
  • 2013

    Research Grant

    Building Collaborative Research With a Particular Focus on Cardiovascular Health

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