The complexity of Markov decision processes
Mathematics of Operations Research
Coherent cooperation among communicating problem solvers
IEEE Transactions on Computers
Online learning about other agents in a dynamic multiagent system
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Multi-agent reinforcement learning: independent vs. cooperative agents
Readings in agents
Evolutionary learning of communicating agents
Information Sciences—Informatics and Computer Science: An International Journal
Conjectural Equilibrium in Multiagent Learning
Machine Learning
Evolving multiple agents by genetic programming
Advances in genetic programming
Learning models of other agents using influence diagrams
UM '99 Proceedings of the seventh international conference on User modeling
Swarm intelligence: from natural to artificial systems
Swarm intelligence: from natural to artificial systems
Automated strategy searches in an electronic goods market: learning and complex price schedules
Proceedings of the 1st ACM conference on Electronic commerce
Dynamic pricing by software agents
Computer Networks: The International Journal of Computer and Telecommunications Networking - electronic commerce
Cooperative strategies and the evolution of communication
Artificial Life
Relational reinforcement learning
Machine Learning - Special issue on inducive logic programming
Economic dynamics of agents in multiple auctions
Proceedings of the fifth international conference on Autonomous agents
Algorithms, games, and the internet
STOC '01 Proceedings of the thirty-third annual ACM symposium on Theory of computing
Pricing information bundles in a dynamic environment
Proceedings of the 3rd ACM conference on Electronic Commerce
Multiagent learning using a variable learning rate
Artificial Intelligence
Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence
Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence
A multiagent reinforcement learning algorithm using extended optimal response
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
Decision procedures for multiple auctions
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 2
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Reinforcement Learning in the Multi-Robot Domain
Autonomous Robots
Multiagent Systems: A Survey from a Machine Learning Perspective
Autonomous Robots
Recent Advances in Hierarchical Reinforcement Learning
Discrete Event Dynamic Systems
Designing the Market Game for a Trading Agent Competition
IEEE Internet Computing
Evolving Communication without Dedicated Communication Channels
ECAL '01 Proceedings of the 6th European Conference on Advances in Artificial Life
Friend-or-Foe Q-learning in General-Sum Games
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Multiagent Reinforcement Learning: Theoretical Framework and an Algorithm
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
A Game-Theoretic Approach to the Simple Coevolutionary Algorithm
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Phe-Q: A Pheromone Based Q-Learning
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Multiagent Coordination with Learning Classifier Systems
IJCAI '95 Proceedings of the Workshop on Adaption and Learning in Multi-Agent Systems
Evolving Beharioral Strategies in Predators and Prey
IJCAI '95 Proceedings of the Workshop on Adaption and Learning in Multi-Agent Systems
On Multiagent Q-Learning in a Semi-Competitive Domain
IJCAI '95 Proceedings of the Workshop on Adaption and Learning in Multi-Agent Systems
Implicit Negotiation in Repeated Games
ATAL '01 Revised Papers from the 8th International Workshop on Intelligent Agents VIII
Effectiveness of Preference Elicitation in Combinatorial Auctions
AAMAS '02 Revised Papers from the Workshop on Agent Mediated Electronic Commerce on Agent-Mediated Electronic Commerce IV, Designing Mechanisms and Systems
Coordinated Reinforcement Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Reinforcement learning of coordination in cooperative multi-agent systems
Eighteenth national conference on Artificial intelligence
Applying evolutionary game theory to auction mechanism design
Proceedings of the 4th ACM conference on Electronic commerce
BOB: improved winner determination in combinatorial auctions and generalizations
Artificial Intelligence
Multi-Issue Negotiation Processes by Evolutionary Simulation, Validationand Social Extensions
Computational Economics
Developing a bidding agent for multiple heterogeneous auctions
ACM Transactions on Internet Technology (TOIT)
SouthamptonTAC: An adaptive autonomous trading agent
ACM Transactions on Internet Technology (TOIT)
A selection-mutation model for q-learning in multi-agent systems
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Coordination in multiagent reinforcement learning: a Bayesian approach
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Learning Team Strategies With Multiple Policy-Sharing Agents: A Soccer Case Study
Learning Team Strategies With Multiple Policy-Sharing Agents: A Soccer Case Study
Behavioral diversity in learning robot teams
Behavioral diversity in learning robot teams
Layered learning in multiagent systems
Layered learning in multiagent systems
Artificial Intelligence - Special issue: Fuzzy set and possibility theory-based methods in artificial intelligence
WI '03 Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence
A Fuzzy-Logic Based Bidding Strategy for Autonomous Agents in Continuous Double Auctions
IEEE Transactions on Knowledge and Data Engineering
The Importance of Ordering in Sequential Auctions
Management Science
An analysis of cooperative coevolutionary algorithms
An analysis of cooperative coevolutionary algorithms
Agent-Mediated Electronic Commerce
Autonomous Agents and Multi-Agent Systems
Integrating Guidance into Relational Reinforcement Learning
Machine Learning
Best-Response Multiagent Learning in Non-Stationary Environments
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 2
The Role of Reactivity in Multiagent Learning
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 2
Run the GAMUT: A Comprehensive Approach to Evaluating Game-Theoretic Algorithms
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 2
Coordinating Multiple Concurrent Negotiations
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Learning to Communicate and Act Using Hierarchical Reinforcement Learning
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Bilateral Bargaining in a One-to-Many Bargaining Setting
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Market-based recommendation: Agents that compete for consumer attention
ACM Transactions on Internet Technology (TOIT)
Bidding under uncertainty: theory and experiments
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Automated bilateral bargaining about multiple attributes in a one-to-many setting
ICEC '04 Proceedings of the 6th international conference on Electronic commerce
ICEC '04 Proceedings of the 6th international conference on Electronic commerce
Walverine: a Walrasian trading agent
Decision Support Systems - Special issue: Decision theory and game theory in agent design
Modeling complex multi-issue negotiations using utility graphs
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
Learning predictive state representations in dynamical systems without reset
ICML '05 Proceedings of the 22nd international conference on Machine learning
International Journal of Intelligent Systems - Learning Approaches for Negotiation Agents and Automated Negotiation
Evolutionary game theory and multi-agent reinforcement learning
The Knowledge Engineering Review
A heuristic bidding strategy for buying multiple goods in multiple english auctions
ACM Transactions on Internet Technology (TOIT)
Co-evolving automata negotiate with a variety of opponents
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Evolving teamwork and coordination with genetic programming
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Journal of Artificial Intelligence Research
Decision-theoretic bidding based on learned density models in simultaneous, interacting auctions
Journal of Artificial Intelligence Research
Price prediction in a trading agent competition
Journal of Artificial Intelligence Research
Reinforcement learning: a survey
Journal of Artificial Intelligence Research
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Sequential auctions for the allocation of resources with complementarities
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
When evolving populations is better than coevolving individuals: the blind mice problem
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Improving coevolutionary search for optimal multiagent behaviors
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Taming decentralized POMDPs: towards efficient policy computation for multiagent settings
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Rational and convergent learning in stochastic games
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Heterogeneity in the coevolved behaviors of mobile robots: the emergence of specialists
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Learning against opponents with bounded memory
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A polynomial-time Nash equilibrium algorithm for repeated games
Decision Support Systems - Special issue: The fourth ACM conference on electronic commerce
Exploring bidding strategies for market-based scheduling
Decision Support Systems - Special issue: The fourth ACM conference on electronic commerce
Exploring the explorative advantage of the cooperative coevolutionary (1+1) EA
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Learning user preferences for multi-attribute negotiation: an evolutionary approach
CEEMAS'03 Proceedings of the 3rd Central and Eastern European conference on Multi-agent systems
The complexity of decentralized control of Markov decision processes
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Learning to cooperate via policy search
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Nash convergence of gradient dynamics in general-sum games
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Repeated auctions with complementarities
AMEC'05 Proceedings of the 2005 international conference on Agent-Mediated Electronic Commerce: designing Trading Agents and Mechanisms
Multiagent traffic management: opportunities for multiagent learning
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
Dealing with errors in a cooperative multi-agent learning system
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
The success and failure of tag-mediated evolution of cooperation
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
Efficient reward functions for adaptive multi-rover systems
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
Multi-agent relational reinforcement learning
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
Multi-type ACO for light path protection
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
A fuzzy constraint-based agent negotiation with opponent learning
ACOS'07 Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science - Volume 6
Multi-agent Learning Dynamics: A Survey
CIA '07 Proceedings of the 11th international workshop on Cooperative Information Agents XI
Hierarchical Classifiers for Complex Spatio-temporal Concepts
Transactions on Rough Sets IX
Information Sciences: an International Journal
Rough sets and vague concept approximation: from sample approximation to adaptive learning
Transactions on Rough Sets V
Multi-agent framework for real-time processing of large and dynamic search spaces
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Achieving Socially Optimal Outcomes in Multiagent Systems with Reinforcement Social Learning
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
A Domain Knowledge as a Tool For Improving Classifiers
Fundamenta Informaticae - To Andrzej Skowron on His 70th Birthday
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Multi-agent systems (MASs) is an area of distributed artificial intelligence that emphasizes the joint behaviors of agents with some degree of autonomy and the complexities arising from their interactions. The research on MASs is intensifying, as supported by a growing number of conferences, workshops, and journal papers. In this survey we give an overview of multi-agent learning research in a spectrum of areas, including reinforcement learning, evolutionary computation, game theory, complex systems, agent modeling, and robotics. MASs range in their description from cooperative to being competitive in nature. To muddle the waters, competitive systems can show apparent cooperative behavior, and vice versa. In practice, agents can show a wide range of behaviors in a system, that may either fit the label of cooperative or competitive, depending on the circumstances. In this survey, we discuss current work on cooperative and competitive MASs and aim to make the distinctions and overlap between the two approaches more explicit. Lastly, this paper summarizes the papers of the first International workshop on Learning and Adaptation in MAS (LAMAS) hosted at the fourth International Joint Conference on Autonomous Agents and Multi Agent Systems (AAMAS'05) and places the work in the above survey.