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ALA 2020 : Adaptive and Learning Agents Workshop @ AAMAS 2020
ALA 2020 : Adaptive and Learning Agents Workshop @ AAMAS 2020

ALA 2020 : Adaptive and Learning Agents Workshop @ AAMAS 2020

Auckland, New Zealand
Event Date: May 09, 2020 - May 10, 2020
Submission Deadline: February 10, 2020
Notification of Acceptance: March 10, 2020
Camera Ready Version Due: March 24, 2020




About

Adaptive and Learning Agents (ALA) encompasses diverse fields such as Computer Science, Software Engineering, Biology, as well as Cognitive and Social Sciences. The ALA workshop will focus on agents and multiagent systems which employ learning or adaptation.

This workshop is a continuation of the long running AAMAS series of workshops on adaptive agents, now in its twelfth year.

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.


Call for Papers

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).

Important Dates

  • Submission Deadline: 10 February 2020
  • Notification of acceptance: 10 March 2020
  • Camera-ready copies: 24 March 2020
  • Workshop: 9 - 10 May 2020



Summary

ALA 2020 : Adaptive and Learning Agents Workshop @ AAMAS 2020 will take place in Auckland, New Zealand. It’s a 2 days event starting on May 09, 2020 (Saturday) and will be winded up on May 10, 2020 (Sunday).

ALA 2020 falls under the following areas: ARTIFICIAL INTELLIGENCE, MACHINE LEARNING, REINFORCEMENT LEARNING, MULTI-AGENT SYSTEMS, etc. Submissions for this Workshop can be made by Feb 10, 2020. Authors can expect the result of submission by Mar 10, 2020. Upon acceptance, authors should submit the final version of the manuscript on or before Mar 24, 2020 to the official website of the Workshop.

Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines.

Other Details of the ALA 2020

  • Short Name: ALA 2020
  • Full Name: Adaptive and Learning Agents Workshop @ AAMAS 2020
  • Timing: 09:00 AM-06:00 PM (expected)
  • Fees: Check the official website of ALA 2020
  • Event Type: Workshop
  • Website Link: http://ala2020.vub.ac.be/
  • Location/Address: Auckland, New Zealand


Credits and Sources

[1] ALA 2020 : Adaptive and Learning Agents Workshop @ AAMAS 2020


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