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Human in the Loop Learning through Grounded Interaction in Games (Dagstuhl Perspectives Workshop 24492)

Authors Raffaella Bernardi, Julia Hockenmaier, Udo Kruschwitz, Prashant Jayannavar, Massimo Poesio and all authors of the abstracts in this report

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Subject Classification

ACM Subject Classification
  • Computing methodologies → Discourse, dialogue and pragmatics
  • Computing methodologies → Language resources
  • Computing methodologies → Machine learning algorithms
  • Computing methodologies → Reinforcement learning
  • Human-centered computing
  • Human-centered computing → Natural language interfaces
Keywords
  • artificial intelligence
  • conversational agents in games
  • grounded dialogue and interaction
  • human-in-the-loop learning

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Abstract

Over the past few years, methods for learning from interaction have become a crucial paradigm in Artificial Intelligence, and we are now witnessing a growing interest in learning from grounded interaction, in particular through dialogue games. In the Dagstuhl Perspectives Workshop 24492, "Human-in-the-Loop Learning through Grounded Interaction in Games", we discussed these new developments, and identified a few crucial directions for this research. These directions were considering agent behavior in complex interaction; ensuring that games properly tested all aspects of an agent’s cognitive and communicative ability; considering the types of grounding required at all levels of interaction; and developing new training methods that could fully leverage these richer types of context and communication.

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Raffaella Bernardi, Julia Hockenmaier, Udo Kruschwitz, Prashant Jayannavar, and Massimo Poesio. Human in the Loop Learning through Grounded Interaction in Games (Dagstuhl Perspectives Workshop 24492). In Dagstuhl Reports, Volume 14, Issue 12, pp. 28-45, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2025) https://doi.org/10.4230/DagRep.14.12.28

Author Details

Raffaella Bernardi
  • University of Trento, IT
Julia Hockenmaier
  • University of Illinois - Urbana-Champaign, US
Udo Kruschwitz
  • Universität Regensburg, DE
Prashant Jayannavar
  • University of Illinois - Urbana-Champaign, US
Massimo Poesio
  • Queen Mary University of London, GB & Utrecht University, NL
and all authors of the abstracts in this report
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