This book contains selected and revised papers of the International Workshop on Lea- ing and Adaptation in Multi-Agent Systems (LAMAS 2005), held at the AAMAS 2005 Conference in Utrecht, The Netherlands, July 26. Multi-agent learning, i.e., the ability of the agents to learn how to cooperate and compete, becomes crucial in many domains.