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Dagstuhl-Seminar — Generalization by People and Machines
05. Mai 2024 - 08. Mai 2024 • Schloss Dagstuhl, Wadern, Deutschland
Veranstalter:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Zusammenfassung:
This Dagstuhl Seminar provides a unique opportunity for discussing the discrepancy between human and AI generalization mechanisms and crafting a vision on how to align the two streams in a compelling and promising way that combines the strengths of both. To ensure an effective seminar, we aim to bring together cross-disciplinary perspectives across computer and cognitive science fields. Our participants will include experts in Interpretable Machine Learning, Neuro-Symbolic Reasoning, Explainable AI, Commonsense Reasoning, Case-based Reasoning, Analogy, Cognitive Science, and Human-Computer Interaction. Specifically, the seminar will focus on the following questions: How can cognitive mechanisms in people be used to inspire generalization in AI? What Machine Learning methods hold the promise to enable such reasoning mechanisms? What is the role of data and knowledge engineering for AI and human generalization? How can we design and model human-AI teams that can benefit from their complementary generalization capabilities? How can we evaluate generalization in humans and AI in a satisfactory manner?
Themen:
Interpretable Machine Learning, Human-AI Collaboration, Cognitive Science, Neuro-Symbolic Reasoning, Explainability
Eintrags-ID:
1589703
2
MOLINFO — Emergence of Information in Molecular Systems
22. Jul 2024 - 02. Aug 2024 • Garching, Deutschland
Veranstalter:
MIAPbP - Munich Institute for Astro-, Particle and BioPhysics an institute of the Excellence Cluster ORIGINS
Zusammenfassung:
Likely pathways from the inanimate to the animate world involve a transition that can be thought of as the emergence of information in molecular systems. Before this transition, heteropolymers already exist, but the sequence information of a polymer does not persist beyond the lifetime of the polymer. During the transition, information becomes a separate dynamical entity, which lives and changes over longer timescales than its carrier molecules. This transition does not necessarily require the existence of a full-fledged replication machinery, such as polymerase enzymes that copy informational polymers. Instead, the interplay of simpler reactions can create strong correlations in pools of informational polymers, which can also decouple the timescales of the informational dynamics from those of the polymer dynamics. This interplay is only beginning to be studied, experimentally as well as computationally and theoretically, such that many conceptual and methodological questions are currently open. The central aim of this workshop is to bring together scientists with different backgrounds, in order to attack these questions together.
Eintrags-ID:
1557594
3
Institute 2024 — Artificial and Human Intelligence
22. Sep 2024 - 24. Sep 2024 • Schloss Dagstuhl, Wadern, Deutschland
Veranstalter:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Zusammenfassung:
Institute 2024 has an overarching focus on Next-Generation Human-Centred AI and Cognitive Technologies; its technical programme addresses the formal & cognitive foundations for human-centred computing (for AI), and the human-centred design, development, and usability of cognitive technologies aimed at human-in-the-loop assistance & empowerment in decision-making, planning, creative-technical problem-solving, and automation. Application areas to be addressed in the institute include autonomous vehicles, cognitive robotics, social robotics, cognitive/creative design assistance technologies (e.g., architecture and built environment design, visuo-auditory narrative media design), clinical diagnostics, technology-assisted education/learning.
Eintrags-ID:
1566210


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