In real-l ife AI applications, information is usually pervad ed by uncertainty and subject to change, and thus requires non-classical systems. At the same time, psychological findings indicate that human reasoni ng cannot be completely described by classical log ical systems. Sources of explanations are incomple te knowledge, incorrect beliefs, or inconsistencie s. A wide range of reasoning mechanisms has to be considered, such as analogical or defeasible reaso ning, possibly in combination with machine learnin g methods. The field of knowledge representation a nd reasoning offers a rich palette of methods for uncertain reasoning both to describe human reasoni ng and to model AI approaches.
\nThe aim o f this series of workshops is to address recent ch allenges and to present novel approaches to uncert ain reasoning and belief change in their broad sen ses, and in particular provide a forum for researc h work linking different paradigms of reasoning. A special focus is on papers that provide a base fo r connecting formal-logical models of knowledge re presentation and cognitive models of reasoning and learning, addressing formal and experimental or h euristic issues. FCR'24 will be co-located with th e 47th German Conference on Artificial Intelligenc e (KI 2024).
\nWe welcome pap ers on the following and any related topics: Actio n and change Agents and multiagent systems, Analog ical reasoning, Argumentation theories, Belief cha nge and belief merging, Cognitive modeling and emp irical data, Common sense and defeasible reasoning , Computational thinking, Decision theory and pref erences, Inductive reasoning and cognition, Knowle dge representation in theory and practice, Learnin g and knowledge discovery in data, Neuro-symbolic AI, Nonmonotonic and uncertain reasoning, Ontologi es and description logics, Probabilistic approache s of reasoning, Syllogistic reasoning.
\nP apers should be formatted in CEUR style (2-column style) withou t enabled header and footer. The length of e ach paper should not exceed 8-12 pages. All papers must be written in English and submitted in PDF f ormat via the EasyChair system. One of the authors is expe cted to participate in the workshop and present th eir paper.
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