Connectionists: CFP: Adaptive Learning Agents Workshop @ AAMAS 2013

[Sam Devlin]

First Call For Papers Adaptive and Learning Agents Workshop 2013 at AAMAS
2013 (Saint Paul, Minnesota, USA)

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colleagues and students.
Paper deadline: JANUARY 30th, 2013
* AAMAS workshop with a long and successful history, now in its 13th
edition.
* ACM proceedings format with up to 8 pages.
* Accepted papers are eligible for inclusion in a special issue journal.
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The ALA workshop has a long and successful history and is now in its 13th
edition. The workshop is a merger of European ALAMAS and the American ALAg
series which is usually held at AAMAS.

Details may be found on the workshop web site:
http://swarmlab.unimaas.nl/ala2013/

Paper management will be done at the site:
https://www.easychair.org/conferences/?conf=ala20130
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* Submission Deadline: January 30, 2013
* Notification of acceptance: February 27, 2013
* Camera-ready copies: March 10, 2013
* Workshop: May 6-7, 2013
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Adaptive and Learning Agents, particularly those in a multi-agent setting
are becoming more and more prominent as the sheer size and complexity of
many real world systems grows. How to adaptively control, coordinate and
optimize such systems is an emerging multi-disciplinary research area at
the intersection of Computer Science, Control theory, Economics, and
Biology.

The ALA workshop will focus on agent and multi-agent systems which employ
learning or adaptation. The goal of this workshop is to increase awareness
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 but also from
different fields studying similar concepts (e.g., game theory, bio-inspired
control, mechanism design). This workshop will focus on all aspects of
adaptive and learning agents and multi-agent systems with a particular
emphasis 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)
* 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
* Learning of Co-ordination

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Submission Details: Papers can be submitted through Easychair:
https://www.easychair.org/conferences/?conf=ala20130

Submissions may be up to 8 pages in the ACM proceedings format (i.e., the
same as AAMAS papers in the main conference track). Accepted work will be
allocated time for oral presentation during the one day workshop. Papers
accepted at the workshop will also be eligible for inclusion in a planned
special issue journal published after the workshop.
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Organization
Workshop chairs:
Sam Devlin (University of York, UK)
Daniel Hennes (Maastricht University, The Netherlands)
Enda Howley (National University of Ireland, Galway, Ireland)

If you have any questions about the ALA workshop, please contact Enda
Howley at:
enda.howley AT nuigalway.ie

Senior Steering Committee Members:
Daniel Kudenko (University of York, UK)
Ann Nowé (Vrije Universiteit Brussels, Belgium)
Peter Stone (University of Texas at Austin, USA)
Matthew Taylor (Lafayette College, USA)
Kagan Tumer (Oregon State University, USA)
Karl Tuyls (Maastricht University, The Netherlands)
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<http://www.cs.york.ac.uk/%7Edevlin/>
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