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Introduction

Adaptive 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 fifteenth year. 
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 multiagent systems. It aims at bringing together not only scientists from different areas of computer science (e.g., agent architectures, reinforcement learning, and 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 on ongoing or completed work in both theoretical and practical issues of adaptive and learning agents and multiagent systems.

Call for paper

Important date

2017-02-14
Draft paper submission deadline
2017-03-17
Draft paper acceptance notification
2017-03-22
Final paper submission deadline

Submission Topics

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 multiagent learning

  • Reinforcement learning (single and multiagent)

  • Planning (single and multiagent)

  • Reasoning (single and multiagent)

  • Distributed learning

  • Adaptation and learning in dynamic environments

  • Evolution of agents in complex environments

  • Co-evolution of agents in a multiagent setting

  • Cooperative exploration and learning to cooperate and collaborate

  • Learning trust and reputation

  • Communication restrictions and their impact on multiagent 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 multiagent systems

  • Game theoretical analysis of adaptive multiagent systems

  • Neuro-control in multiagent systems

  • Bio-inspired multiagent systems

  • Applications of adaptive and learning agents and multiagents systems to real world complex systems

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Important Date
  • Conference Date

    May 08

    2017

    to

    May 09

    2017

  • Feb 14 2017

    Draft paper submission deadline

  • Mar 17 2017

    Draft Paper Acceptance Notification

  • Mar 22 2017

    Final Paper Deadline

  • May 09 2017

    Registration deadline