NMR

NMR 2025

23rd International Workshop on Nonmonotonic Reasoning

November 11-13, 2025, Melbourne, Australia
Co-located with KR 2025

!!! Correction of the Submission Instructions !!!
Full papers should be at most 14 pages including references, figures and appendices, formatted in CEUR 1-column style.


NMR is the premier forum for results in the area of Nonmonotonic Reasoning. Its aim is to bring together active researchers in this broad field within knowledge representation and reasoning (KR), including belief revision, uncertain reasoning, reasoning about actions, planning, logic programming, preferences, argumentation, causality, and many other related topics including systems and applications. Visit also the general NMR webpage.

NMR has a long history - it started in 1984 and, up until 2020, was held every two years. Recent previous NMR workshops were held in Vietnam (2024), Greece (2023), Haifa (2022), Hanoi (virtually) (2021), Rhodes (virtually) (2020), Tempe (2018), Cape Town (2016), Vienna (2014), Rome (2012), Toronto (2010), and Sydney (2008).

NMR 2025 is co-located with the 22nd International Conference on Principles of Knowledge Representation and Reasoning (KR 2025).

Aims and Scope

As in previous editions, NMR 2025 aims to foster connections between the different subareas of nonmonotonic reasoning and provide a forum for emerging topics. We especially invite papers on systems and applications, as well as position papers addressing benchmark issues. The workshop will be structured by topical sessions fitting to the scopes of accepted papers. Workshop activities will include invited talks and presentations of technical papers.

Submission Details

There are two types of submissions:

All submissions should be formatted in CEUR style (1-column style) without enabled header and footer. The author kit can be found at http://ceur-ws.org/Vol-XXX/CEURART.zip. Papers must be submitted in PDF only.

Submission will be through the EasyChair conference system. Please submit via Easychair to: https://easychair.org/my/conference?conf=nmr2025

Inivited Speakers

Gabriele Kern-Isberner TU Dortmund, Germany

Nonmonotonic Logics as a Key to Cognitive Logics

Classical logics like propositional or predicate logic have been considered as the gold standard for rational human reasoning, and hence as a solid, desirable norm on which all human knowledge and decision making should be based, ideally. For instance, Boolean logic was set up as kind of an algebraic framework that should help make rational reasoning computable in an objective way, similar to the arithmetics of numbers. Computer scientists adopted this view to (literally) implement objective knowledge and rational deduction, in particular for AI applications. Psychologists have used classical logics as norms to assess the rationality of human commonsense reasoning. However, both disciplines could not ignore the severe limitations of classical logics, e.g., computational complexity and undecidedness, failures of logic-based AI systems in practice, and lots of logical paradoxes and failures observed in psychological experiments. Many of these problems are caused by the inability of classical logics to deal with uncertainty in an adequate way. Both computer science/AI and psychologiy have used probabilities as a way out of this dilemma, hoping that numbers and the Kolmogoroff axioms can do a better job (somehow). However, psychologists have been observing also lots of paradoxes here (maybe even more).
So then, are humans hopelessly irrational? Is human reasoning incompatible with formal, axiomatic logics? In the end, should computer-based knowledge and information processing based on classical logics be considered as superior to human reasoning in terms of objectivity and rationality?
Cognitive logics aim at overcoming the limitations of classical logics and resolving the observed paradoxes by proposing logic-based approaches that can model human reasoning consistently and coherently in benchmark examples. The basic idea is to reverse the normative way of assessing human reasoning in terms of logics resp. probabilities, and to use typical human reasoning patterns as norms for assessing the cognitive quality of logics. Cognitive logics explore the broad field of logic-based approaches between the extreme points marked by classical logics and probability theory with the goal to find more suitable logics for AI applications, on the one hand, and to gain more insights into the structures of human rationality, on the other. This talk features conditionals and preferential nonmonotonic reasoning as a powerful framework to explore characteristics of human rational reasoning. We show that interpreting common-sense rules in terms of conditionals and processing them with basic techniques of nonmonotonic logics provides a key to formalize human rationality in a much broader and more adequate way, resolving in particular lots of paradoxes in psychology.

Réka Markovich Université du Luxembourg

Computational Legal Theory for Discretionary Reasoning

Judicial discretion is a much-discussed phenomenon in the law; what seems to be the common ground among theorists and practitioners is that it is a limitation of the so-called norm-based derivation, which is otherwise the default operation mode of a civil law judge. I have been intrigued by the question whether this limitation implies a limitation on its logical modeling as well, hence this is what we investigate in the Formal Analysis of Discretionary Reasoning (DISCREASON) project. In the talk, I will discuss a few child custody cases from the Hungarian case law (child custody decisions being a paradigmatic example of discretionary decision making), and I will show how we – with Josephine Dik and Liuwen Yu – have tried to grasp some of the main characteristics and issues of discretion with various formalism: modal logic, answer set programing, and formal argumentation.

Important Dates

Paper registration July 10, 2025
Paper submission July 17, 2025
Notification August 28, 2025
Camera-ready October 4, 2025
Workshop November 11-13, 2025

NMR Workshop Organization

General co-chairs of NMR 2025

Anna Rapberger Imperial College London, UK
Sebastian Rudolph Technische Universität Dresden, Germany

Local chair of NMR 2025

Son Tran Deakin University, Australia

Programme committee

Ofer ArieliThe Academic College of Tel-Aviv
Ringo BaumannUniversität Leipzig
Matti BertholdUniversität Leipzig
Lydia BlümelFernuniversität Hagen
Alexander BochmanHolon Institute of Technology
Richard BoothCardiff University
Giovanni BuraglioTU Wien
Giovanni CasiniISTI - CNR
Jens ClassenRoskilde University
Marina De VosUniversity of Bath
James DelgrandeSimon Fraser University
Thomas EiterTU Wien
Eduardo FerméUniversidade da Madeira
Sujata GhoshIndian Statistical Institute
Laura GiordanoDISIT, Università del Piemonte Orientale
Andreas HerzigCNRS, IRIT, Univ. Toulouse
Haythem IsmailCairo University and German University in Cairo
Tomi JanhunenTampere University
Souhila KaciLirmm
Antonis KakasUniversity of Cyprus
Gabriele Kern-IsbernerTechnische Universität Dortmund
Sébastien KoniecznyCRIL - CNRS
Isabelle KuhlmannFernuniversität Hagen
Tuomo LehtonenAalto University
Fenrong LiuTsinghua University
Thomas MeyerUniversity of Cape Town and CAIR
Cláudia NalonUniversity of Brasília
Xavier ParentTU Wien
Ramon Pino PerezUniversité d'Artois
Sylwia Polberg-RienerCardiff University
Nico PotykaCardiff University
Ken SatohCenter for Juris-Informatics
Kai SauerwaldFernuniversität Hagen
Guillermo R. SimariUniversidad del Sur in Bahia Blanca
Gerardo SimariUniversidad Nacional del Sur (UNS) and CONICET
Van-Giang TrinhInria Saclay
Serena VillataCNRS - Laboratoire i3S de Sophia-Antipolis
Emil WeydertCSC, University of Luxembourg
Stefan WoltranTU Wien
Fan YangUtrecht University

Workshop Proceedings

The accepted papers will be made available electronically in the CEUR Workshop Proceedings series as informal proceedings (http://ceur-ws.org/). The copyright of papers remain with the authors. Full papers will be indexed by dblp.org; but extended abstracts published on CEUR proceedings will not be indexed by dblp.org anymore.

Contact: In case of questions, please do not hesitate to send an email to the NMR chairs Anna Rapberger and Sebastian Rudolph.