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Documents authored by Singh, Munindar P.

Document
DOI: 10.4230/DagRep.15.6.132
Policy Modeling and Reasoning in Sociotechnical Systems (Dagstuhl Seminar 25271)

Authors: Marina De Vos, Nicoletta Fornara, Munindar P. Singh, Leon van der Torre, and Jessica Woodgate

Published in: Dagstuhl Reports, Volume 15, Issue 6 (2026)

Abstract
This report documents the program and the outcomes of Dagstuhl Seminar 25271 "Policy Modeling and Reasoning in Sociotechnical Systems". This seminar brought together researchers from academia and industry who are interested in studying the intersection between computer science, philosophy, logic, ethics, and law to discuss policy modelling and reasoning in a world where computers and humans need to work together. After lightning talks, two invited talks, and an open space topic gathering activity, we settled on four topics for deeper discussion in working groups, interspersed by primer talks from the various communities. The four topics were: 1) Concepts: What are the underlying aspects of this interdisciplinary field, and can they be defined consistently? 2) Agentic AI: How can we enable agents to interact and reason with human users through large language models? 3) Standardisation: How can we facilitate data sharing and compliance in international work with competing business interests? 4) Coevolution: How can we make sure that sociotechnical systems evolve with the societies they operate in? This report provides the abstracts of the talks, including participants' lightning talks, the two invited talks, and four primers, along with short reports from each working group detailing their discussions, including challenges and future opportunities.
Cite as

Marina De Vos, Nicoletta Fornara, Munindar P. Singh, Leon van der Torre, and Jessica Woodgate. Policy Modeling and Reasoning in Sociotechnical Systems (Dagstuhl Seminar 25271). In Dagstuhl Reports, Volume 15, Issue 6, pp. 132-188, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2026)

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@Article{devos_et_al:DagRep.15.6.132,
  author =	{De Vos, Marina and Fornara, Nicoletta and Singh, Munindar P. and van der Torre, Leon and Woodgate, Jessica},
  title =	{{Policy Modeling and Reasoning in Sociotechnical Systems (Dagstuhl Seminar 25271)}},
  pages =	{132--188},
  journal =	{Dagstuhl Reports},
  ISSN =	{2192-5283},
  year =	{2026},
  volume =	{15},
  number =	{6},
  editor =	{De Vos, Marina and Fornara, Nicoletta and Singh, Munindar P. and van der Torre, Leon and Woodgate, Jessica},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/DagRep.15.6.132},
  URN =		{urn:nbn:de:0030-drops-255747},
  doi =		{10.4230/DagRep.15.6.132},
  annote =	{Keywords: Multi-agent Systems, Norms and Values, Policy Modelling, Standardisation}
}
Document
DOI: 10.4230/DFU.Vol4.12111.93
Regulated MAS: Social Perspective

Authors: Pablo Noriega, Amit K. Chopra, Nicoletta Fornara, Henrique Lopes Cardoso, and Munindar P. Singh

Published in: Dagstuhl Follow-Ups, Volume 4, Normative Multi-Agent Systems (2013)

Abstract
This chapter addresses the problem of building normative multiagent systems in terms of regulatory mechanisms. It describes a static conceptual model through which one can specify normative multiagent systems along with a dynamic model to capture their operation and evolution. The chapter proposes a typology of applications and presents some open problems. In the last section, the authors express their individual views on these matters.
Cite as

Pablo Noriega, Amit K. Chopra, Nicoletta Fornara, Henrique Lopes Cardoso, and Munindar P. Singh. Regulated MAS: Social Perspective. In Normative Multi-Agent Systems. Dagstuhl Follow-Ups, Volume 4, pp. 93-133, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2013)

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@InCollection{noriega_et_al:DFU.Vol4.12111.93,
  author =	{Noriega, Pablo and Chopra, Amit K. and Fornara, Nicoletta and Lopes Cardoso, Henrique and Singh, Munindar P.},
  title =	{{Regulated MAS: Social Perspective}},
  booktitle =	{Normative Multi-Agent Systems},
  pages =	{93--133},
  series =	{Dagstuhl Follow-Ups},
  ISBN =	{978-3-939897-51-4},
  ISSN =	{1868-8977},
  year =	{2013},
  volume =	{4},
  editor =	{Andrighetto, Giulia and Governatori, Guido and Noriega, Pablo and van der Torre, Leendert W. N.},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/DFU.Vol4.12111.93},
  URN =		{urn:nbn:de:0030-drops-40017},
  doi =		{10.4230/DFU.Vol4.12111.93},
  annote =	{Keywords: NormMAS, Norms, Open Interaction}
}
Document
DOI: 10.4230/DFU.Vol4.12111.191
The Uses of Norms

Authors: Munindar P. Singh, Matthew Arrott, Tina Balke, Amit K. Chopra, Rob Christiaanse, Stephen Cranefield, Frank Dignum, Davide Eynard, Emilia Farcas, Nicoletta Fornara, Fabien Gandon, Guido Governatori, Hoa Khanh Dam, Joris Hulstijn, Ingolf Krueger, Ho-Pun Lam, Michael Meisinger, Pablo Noriega, Bastin Tony Roy Savarimuthu, Kartik Tadanki, Harko Verhagen, and Serena Villata

Published in: Dagstuhl Follow-Ups, Volume 4, Normative Multi-Agent Systems (2013)

Abstract
This chapter presents a variety of applications of norms. These applications include governance in sociotechnical systems, data licensing and data collection, understanding software development teams, requirements engineering, assurance, natural resource allocation, wireless grids, autonomous vehicles, serious games, and virtual worlds.
Cite as

Munindar P. Singh, Matthew Arrott, Tina Balke, Amit K. Chopra, Rob Christiaanse, Stephen Cranefield, Frank Dignum, Davide Eynard, Emilia Farcas, Nicoletta Fornara, Fabien Gandon, Guido Governatori, Hoa Khanh Dam, Joris Hulstijn, Ingolf Krueger, Ho-Pun Lam, Michael Meisinger, Pablo Noriega, Bastin Tony Roy Savarimuthu, Kartik Tadanki, Harko Verhagen, and Serena Villata. The Uses of Norms. In Normative Multi-Agent Systems. Dagstuhl Follow-Ups, Volume 4, pp. 191-229, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2013)

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@InCollection{singh_et_al:DFU.Vol4.12111.191,
  author =	{Singh, Munindar P. and Arrott, Matthew and Balke, Tina and Chopra, Amit K. and Christiaanse, Rob and Cranefield, Stephen and Dignum, Frank and Eynard, Davide and Farcas, Emilia and Fornara, Nicoletta and Gandon, Fabien and Governatori, Guido and Khanh Dam, Hoa and Hulstijn, Joris and Krueger, Ingolf and Lam, Ho-Pun and Meisinger, Michael and Noriega, Pablo and Savarimuthu, Bastin Tony Roy and Tadanki, Kartik and Verhagen, Harko and Villata, Serena},
  title =	{{The Uses of Norms}},
  booktitle =	{Normative Multi-Agent Systems},
  pages =	{191--229},
  series =	{Dagstuhl Follow-Ups},
  ISBN =	{978-3-939897-51-4},
  ISSN =	{1868-8977},
  year =	{2013},
  volume =	{4},
  editor =	{Andrighetto, Giulia and Governatori, Guido and Noriega, Pablo and van der Torre, Leendert W. N.},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/DFU.Vol4.12111.191},
  URN =		{urn:nbn:de:0030-drops-40047},
  doi =		{10.4230/DFU.Vol4.12111.191},
  annote =	{Keywords: Norms, MAS, Governance, Requirements engineering}
}
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