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ALA 2013 : Adaptive Learning Agents

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Conference Series : Adaptive and Learning Agents
 
Link: http://swarmlab.unimaas.nl/ala2013/
 
When May 6, 2013 - May 7, 2013
Where Saint Paul, Minnesota, USA.
Submission Deadline Feb 9, 2013
Notification Due Feb 27, 2013
Final Version Due Mar 10, 2013
Categories    artificial intelligence   agents   reinforcement learning   machine learning
 

Call For Papers

Apologies for crossposting

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*Call for Papers*

Adaptive and Learning Agents Workshop 2013 at AAMAS 2013 (Saint Paul, Minnesota, USA)


We apologize if you receive more than one copy. Please share with colleagues and students.
Paper deadline: February 9th, 2013 (Extended)

* 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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1st Call for Papers

ALA 2013: Adaptive and Learning Agents Workshop held at AAMAS 2013 (Saint Paul, Minnesota, USA). 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: February 9th, 2013 (Extended)
* 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:
ehowley (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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