Dear Corpora-list,
We are advertising a post-doctoral position in ML/XAI : 18 month at IMT
Mines Alès (south of France), or IMT Business School, Evry (near Paris)
Subject: Evaluation of the impact of XAI techniques on Human-Machine
collaboration
Context: ENFIELD project, Horizon-funded European AI Network of
Excellence on adaptive, sustainable, human-centered and trustworthy AI.
Objectives :
Evaluate the impact of XAI methods on Human-Machine collaboration
through the study of :
Performance of the human operator in performing a task, in different
contexts: alone, with the help of a predictive model for which decisions
will be explained/not explained, with the help of an XAI technique,
Types of human-machine collaboration (e.g. delegation, substitution,
mediation), Potential biases induced by XAI techniques.
A focus will be made on specific contexts of study (e.g., image
classification or NLP tasks, XAI techniques based on local
interpretability using attribution methods).
You will contribute to:
Defining the study contexts (e.g. games, image classification) and test
protocols to be considered.
Selecting and implementing predictive models and XAI techniques.
Set up the tools needed to carry out the experiments covered by the
study protocols, e.g. development of simple games, decision interfaces.
Implement the above-mentioned protocols on cohorts of human operators.
Evaluate and promote the results obtained.
Deadline for applications: 20/09/2024
Desired start date: 01/11/2024
Application and additional info:
https://institutminestelecom.recruitee.com/o/post-doctorant-post-doctorante-en-apprentissage-automatique
Contacts :
Sébastien Harispe, Associate Professor
[email protected]
Nicolas Soulié, Associate Professor
[email protected]
Best regards,
--
Andon Tchechmedjiev, PhD. Associate Professor of Artificial Intelligence
and Computer Engineering at EuroMov Digital Health in Motion, IMT Mines
Alès. Taxonomy and Semantics of Movement (SemTaxM) co-lead, Learning and
Complexity group member. Research expertise: Deep Learning, Knowledge
Engineering, Computational Linguistics and Semantics, Biomedical
Informatics, Neuroengineering and Human Movement Processing
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