13 & 14 May 2019, Montreal
- 5 February 2019: The submission deadline has been extended to 26 February 2019 23:59 UTC!
- 4 February 2019: Program Committee members added
- 6 December 2018: ALA 2019 site launched
This workshop is a continuation of the long running AAMAS series of workshops on adaptive agents, now in its eleventh year. Previous editions of this workshop may be found at the following urls:
- Earlier editions
The goal of this workshop is to increase awareness of and interest in adaptive agent research, encourage collaboration and give a representative overview of current research in the area of adaptive and learning agents and multi-agent systems. It aims at bringing together not only scientists from different areas of computer science (e.g. agent architectures, reinforcement learning, evolutionary algorithms) but also from different fields studying similar concepts (e.g. game theory, bio-inspired control, mechanism design).
The workshop will serve as an inclusive forum for the discussion of ongoing or completed work covering both theoretical and practical aspects of adaptive and learning agents and multi-agent systems.
This workshop will focus on all aspects of adaptive and learning agents and multi-agent systems with a particular amphasis on how to modify established learning techniques and/or create new learning paradigms to address the many challenges presented by complex real-world problems. The topics of interest include but are not limited to:
- Novel combinations of reinforcement and supervised learning approaches
- Integrated learning approaches that work with other agent reasoning modules like negotiation, trust models, coordination, etc.
- Supervised multi-agent learning
- Reinforcement learning (single- and multi-agent)
- Novel deep learning approaches for adaptive single- and multi-agent systems
- Multi-objective optimisation in single- and multi-agent systems
- Planning (single- and multi-agent)
- Reasoning (single- and multi-agent)
- Distributed learning
- Adaptation and learning in dynamic environments
- Evolution of agents in complex environments
- Co-evolution of agents in a multi-agent setting
- Cooperative exploration and learning to cooperate and collaborate
- Learning trust and reputation
- Communication restrictions and their impact on multi-agent coordination
- Design of reward structure and fitness measures for coordination
- Scaling learning techniques to large systems of learning and adaptive agents
- Emergent behaviour in adaptive multi-agent systems
- Game theoretical analysis of adaptive multi-agent systems
- Neuro-control in multi-agent systems
- Bio-inspired multi-agent systems
- Applications of adaptive and learning agents and multi-agent systems to real world complex systems
Extended and revised versions of papers presented at the workshop will be eligible for inclusion in a journal special issue (see below).
Papers can be submitted through EasyChair.
We invite submission of original work, up to 8 pages in length (excluding references) in the ACM proceedings format (i.e. following the AAMAS formatting instructions). This includes work that has been accepted as a poster/extended abstract at AAMAS 2019. Additionally, we welcome submission of preliminary results, i.e. work-in-progress, as well as visionary outlook papers that lay out directions for future research in a specific area, both up to 6 pages in length, although shorter papers are very much welcome, and will not be judged differently. Finally, we also accept recently published journal papers in the form of a 2 page abstract.
All submissions will be peer-reviewed (single-blind). Accepted work will be allocated time for poster and possibly oral presentation during the workshop. Extended versions of original papers presented at the workshop will also be eligible for inclusion in a post-proceedings journal special issue (journal to be confirmed).
Journal Special Issue
We are delighted to announce that extended versions of all original contributions at ALA 2019 will be eligible for inclusion in a special issue of The Knowledge Engineering Review (Impact Factor 1.07). The deadline for submitting extended papers will be 15 September 2019.
We will post further details about the submission process and expected publication timeline here after the workshop.
To be confirmed.
To be confirmed.
- Adrian Agogino, University of California, Santa Cruz, US
- Kiran Bangalore, AKKA, FR
- Roland Bouffanais, Singapore University of Technology and Design, SG
- Jen Jen Chung, Eidgenössische Technische Hochschule Zürich, CH
- Felipe Leno da Silva, University of São Paulo, BR
- Sam Devlin, Microsoft Research, UK
- Kyriakos Efthymiadis, Vrije Universiteit Brussel, BE
- Elias Fernandez, Vrije Universiteit Brussel, BE
- Brent Harrison, Georgia Institute of Technology, USA
- Pablo Hernandez-Leal, Borealis AI, CA
- Mark Ho, Brown University, USA
- Richard Klima, University of Liverpool, UK
- Pieter Libin, Vrije Universiteit Brussel, BE
- Robert Loftin, North Carolina State University, USA
- Kleanthis Malialis, University of Cyprus, CY
- Karl Mason, Georgia Institute of Technology, US
- Kory Mathewson, University of Alberta, CA
- Felipe Meneguzzi, Pontifícia Universidade Católica do Rio Grande do Sul, BR
- Enrique Munoz de Cote, PROWLER.io, UK
- Hélène Plisnier, Vrije Universiteit Brussel, BE
- Gabriel Ramos, Vrije Universiteit Brussel, BE
- Carrie Rebhuhn, Oregon State University, USA
- Golden Rockefeller, Oregon State University, USA
- Diederik Roijers, Vrije Universiteit Amsterdam, NE
- Fernando Pedro Santos, Princeton University, USA
- Francisco Santos, Universidade de Lisboa, PT
- Aleksei Shpilman, JetBrains Research, RU
- Jivko Sinapov, Tufts University, USA
- Ibrahim Sobh, Valeo, EG
- Denis Steckelmacher, Vrije Universiteit Brussel, BE
- Peter Vamplew, Federation University Australia, AU
- Timothy Verstraeten, Vrije Universiteit Brussel, BE
- Connor Yates, Oregon State University, USA
OrganizationThis year's workshop is organised by:
- Patrick MacAlpine (Microsoft Research, USA)
- Patrick Mannion (Galway-Mayo Institute of Technology, IE)
- Bei Peng (Microsoft Research, USA)
- Roxana Rădulescu (Vrije Universiteit Brussel, BE)
- Enda Howley (National University of Ireland Galway, IE)
- Daniel Kudenko (University of York, UK)
- Ann Nowé (Vrije Universiteit Brussel, BE)
- Sandip Sen (University of Tulsa, USA)
- Peter Stone (University of Texas at Austin, USA)
- Matthew Taylor (Washington State University, USA)
- Kagan Tumer (Oregon State University, USA)
- Karl Tuyls (University of Liverpool, UK)
To be confirmed.