ASAC 2015 - Workshop on Autonomous Systems and Adaptive Collaboration (ASAC 2015)

This workshop will focus on all aspects of adaptive and learning agents and multiagent 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 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
Learning of Co-ordination