An intelligent system for document retrieval in distributed office environments
Journal of the American Society for Information Science
The complexity of Markov decision processes
Mathematics of Operations Research
Flocks, herds and schools: A distributed behavioral model
SIGGRAPH '87 Proceedings of the 14th annual conference on Computer graphics and interactive techniques
Coherent cooperation among communicating problem solvers
IEEE Transactions on Computers
Architectures for distributed air-traffic control
Distributed Artificial Intelligence
Evaluating research in cooperative distributed problem solving
Distributed artificial intelligence: vol. 2
The dynamics of collective sorting robot-like ants and ant-like robots
Proceedings of the first international conference on simulation of adaptive behavior on From animals to animats
Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
A decision-theoretic model of coordination and communication in autonomous systems
A decision-theoretic model of coordination and communication in autonomous systems
An evolved, vision-based behavioral model of coordinated group motion
Proceedings of the second international conference on From animals to animats 2 : simulation of adaptive behavior: simulation of adaptive behavior
Evolution of herding behavior in artificial animals
Proceedings of the second international conference on From animals to animats 2 : simulation of adaptive behavior: simulation of adaptive behavior
An adaptive communication protocol for cooperating mobile robots
Proceedings of the second international conference on From animals to animats 2 : simulation of adaptive behavior: simulation of adaptive behavior
Learning to coordinate without sharing information
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
SAB94 Proceedings of the third international conference on Simulation of adaptive behavior : from animals to animats 3: from animals to animats 3
An agent architecture for distributed medical care
ECAI-94 Proceedings of the workshop on agent theories, architectures, and languages on Intelligent agents
Temporal difference learning and TD-Gammon
Communications of the ACM
Interaction and intelligent behavior
Interaction and intelligent behavior
Evolutionary algorithms in theory and practice: evolution strategies, evolutionary programming, genetic algorithms
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic algorithms + data structures = evolution programs (3rd ed.)
A self-organizing spatial vocabulary
Artificial Life
Applications of distributed artificial intelligence in industry
Foundations of distributed artificial intelligence
Creatures: artificial life autonomous software agents for home entertainment
AGENTS '97 Proceedings of the first international conference on Autonomous agents
RoboCup: The Robot World Cup Initiative
AGENTS '97 Proceedings of the first international conference on Autonomous agents
Learning situtation-specific control in multi-agent systems
Learning situtation-specific control in multi-agent systems
The design and analysis of a computational model of cooperative coevolution
The design and analysis of a computational model of cooperative coevolution
Online learning about other agents in a dynamic multiagent system
AGENTS '98 Proceedings of the second international conference on Autonomous agents
PACT: an experiment in integrating concurrent engineering systems
Readings in agents
Multi-agent reinforcement learning: independent vs. cooperative agents
Readings in agents
Evolution and learning in multiagent systems (preface)
International Journal of Human-Computer Studies - Evolution and learning in multiagent systems
ALIFE Proceedings of the sixth international conference on Artificial life
Evolutionary learning of communicating agents
Information Sciences—Informatics and Computer Science: An International Journal
The dynamics of reinforcement learning in cooperative multiagent systems
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Co-Evolution in the Successful Learning of Backgammon Strategy
Machine Learning
General principles of learning-based multi-agent systems
Proceedings of the third annual conference on Autonomous Agents
Conjectural Equilibrium in Multiagent Learning
Machine Learning
Learning Team Strategies: Soccer Case Studies
Machine Learning
Intelligence through simulated evolution: forty years of evolutionary programming
Intelligence through simulated evolution: forty years of evolutionary programming
Co-evolutionary fitness switching: learning complex collective behaviors using genetic programming
Advances in genetic programming
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
Using collective intelligence to route Internet traffic
Proceedings of the 1998 conference on Advances in neural information processing systems II
Cooperative strategies and the evolution of communication
Artificial Life
Proceedings of the fifth international conference on Autonomous agents
Incremental reinforcement learning for designing multi-agent systems
Proceedings of the fifth international conference on Autonomous agents
Hierarchical multi-agent reinforcement learning
Proceedings of the fifth international conference on Autonomous agents
Blondie24: playing at the edge of AI
Blondie24: playing at the edge of AI
Multiagent learning using a variable learning rate
Artificial Intelligence
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
A multiagent reinforcement learning algorithm using extended optimal response
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
Learning sequences of actions in collectives of autonomous agents
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
Evolving adaptive pheromone path planning mechanisms
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
Learning to weigh basic behaviors in scalable agents
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 3
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Cooperative Mobile Robotics: Antecedents and Directions
Autonomous Robots
Reinforcement Learning in the Multi-Robot Domain
Autonomous Robots
Reinforcement Learning Soccer Teams with Incomplete World Models
Autonomous Robots
Multiagent Systems: A Survey from a Machine Learning Perspective
Autonomous Robots
A Roadmap of Agent Research and Development
Autonomous Agents and Multi-Agent Systems
Creatures: Entertainment Software Agents with Artificial Life
Autonomous Agents and Multi-Agent Systems
Pricing in Agent Economies Using Multi-Agent Q-Learning
Autonomous Agents and Multi-Agent Systems
Predicting the Expected Behavior of Agents that Learn About Agents: The CLRI Framework
Autonomous Agents and Multi-Agent Systems
Trends in Cooperative Distributed Problem Solving
IEEE Transactions on Knowledge and Data Engineering
Cooperative Multiagent Systems: A Personal View of the State of the Art
IEEE Transactions on Knowledge and Data Engineering
Learning Sequential Decision Rules Using Simulation Models and Competition
Machine Learning - Special issue on genetic algorithms
Learning to Predict by the Methods of Temporal Differences
Machine Learning
Tracking the Red Queen: Measurements of Adaptive Progress in Co-Evolutionary Simulations
Proceedings of the Third European Conference on Advances in Artificial Life
ECAI '96 Selected papers from the Workshop on Distributed Artificial Intelligence Meets Machine Learning, Learning in Multi-Agent Environments
Multi-Agent Learning with the Success-Story Algorithm
ECAI '96 Selected papers from the Workshop on Distributed Artificial Intelligence Meets Machine Learning, Learning in Multi-Agent Environments
Panel: Learning in Distributed Systems and Multi-Agent Environments
EWSL '91 Proceedings of the European Working Session on Machine Learning
Friend-or-Foe Q-learning in General-Sum Games
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Properties of the Bucket Brigade
Proceedings of the 1st International Conference on Genetic Algorithms
Multiagent Reinforcement Learning: Theoretical Framework and an Algorithm
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Competitive Environments Evolve Better Solutions for Complex Tasks
Proceedings of the 5th International Conference on Genetic Algorithms
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Strongly Typed Genetic Programming in Evolving Cooperation Strategies
Proceedings of the 6th International Conference on Genetic Algorithms
A Coevolutionary Approach to Learning Sequential Decision Rules
Proceedings of the 6th International Conference on Genetic Algorithms
An Algorithm for Distributed Reinforcement Learning in Cooperative Multi-Agent Systems
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Convergence Problems of General-Sum Multiagent Reinforcement Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
An Artificial Neural Network Representation for Artificial Organisms
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
A Genetic Algorithm Discovers Particle-Based Computation in Cellular Automata
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
A Cooperative Coevolutionary Approach to Function Optimization
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
Emergent Cooperation for Multiple Agents Using Genetic Programming
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
Planning, Learning and Coordination in Multiagent Decision Processes
Proceedings of the Sixth Conference on Theoretical Aspects of Rationality and Knowledge
An Analysis of the Pheromone Q-Learning Algorithm
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
A Framework for Coordination and Learning among Teams of Agents
Proceedings of the Workshops on Commonsense Reasoning, Intelligent Agents, and Distributed Artificial Intelligence: Agents and Multi-Agent Systems Formalisms, Methodologies, and Applications
An Investigation of an Adaptive Poker Player
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Phe-Q: A Pheromone Based Q-Learning
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Genetic Programming And Multi-agent Layered Learning By Reinforcements
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
Multiagent Coordination with Learning Classifier Systems
IJCAI '95 Proceedings of the Workshop on Adaption and Learning in Multi-Agent Systems
Mutually Supervised Learning in Multiagent 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
Using Reciprocity to Adapt to Others
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
Keepaway Soccer: A Machine Learning Testbed
RoboCup 2001: Robot Soccer World Cup V
Co-evolving Soccer Softbot Team Coordination with Genetic Programming
RoboCup-97: Robot Soccer World Cup I
An Improved Q-Learning Algorithm Using Synthetic Pheromones
CEEMAS '01 Revised Papers from the Second International Workshop of Central and Eastern Europe on Multi-Agent Systems: From Theory to Practice in Multi-Agent Systems
The Legion System: A Novel Approach to Evolving Hetrogeneity for Collective Problem Solving
Proceedings of the European Conference on Genetic Programming
Layered Learning in Genetic Programming for a Cooperative Robot Soccer Problem
EuroGP '01 Proceedings of the 4th European Conference on Genetic Programming
Learning to Cooperate via Policy Search
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
The Complexity of Decentralized Control of Markov Decision Processes
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
On Pruning Techniques for Multi-Player Games
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
The Spontaneous Self-organization of an Adaptive Language
Machine Intelligence 15, Intelligent Agents [St. Catherine's College, Oxford, July 1995]
Evolutionary Computing in Multi-agent Environments: Operators
EP '98 Proceedings of the 7th International Conference on Evolutionary Programming VII
Reinforcement learning of coordination in cooperative multi-agent systems
Eighteenth national conference on Artificial intelligence
Multi-Machine Scheduling - A Multi-Agent Learning Approach
ICMAS '98 Proceedings of the 3rd International Conference on Multi Agent Systems
The Moving Target Function Problem in Multi-Agent Learning
ICMAS '98 Proceedings of the 3rd International Conference on Multi Agent Systems
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
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
Multi-Agent Reinforcement Learning: An Approach Based on the Other Agent's Internal Model
ICMAS '00 Proceedings of the Fourth International Conference on MultiAgent Systems (ICMAS-2000)
Evaluating Concurrent Reinforcement Learners
ICMAS '00 Proceedings of the Fourth International Conference on MultiAgent Systems (ICMAS-2000)
An Update on the Distributed Vehicle Monitoring Testbed
An Update on the Distributed Vehicle Monitoring Testbed
An analysis of the behavior of a class of genetic adaptive systems.
An analysis of the behavior of a class of genetic adaptive systems.
Learning in multiagent systems
Learning in multiagent systems
Large-scale dynamic optimization using teams of reinforcement learning agents
Large-scale dynamic optimization using teams of reinforcement learning agents
Behavioral diversity in learning robot teams
Behavioral diversity in learning robot teams
Layered learning in multiagent systems
Layered learning in multiagent systems
Nash q-learning for general-sum stochastic games
The Journal of Machine Learning Research
Learning to Share Meaning in a Multi-Agent System
Autonomous Agents and Multi-Agent Systems
Autonomous Agents that Learn to Better Coordinate
Autonomous Agents and Multi-Agent Systems
Continuing research in multi-agent systems
The Knowledge Engineering Review
Foundations of Multi-Agent Systems: Techniques, Tools and Theory
The Knowledge Engineering Review
An analysis of cooperative coevolutionary algorithms
An analysis of cooperative coevolutionary algorithms
A Pheromone-Based Utility Model for Collaborative Foraging
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
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
Multiagent Traffic Management: A Reservation-Based Intersection Control Mechanism
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 2
Learning from Multiple Sources
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
Multi-Agent Patrolling with Reinforcement Learning
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Multiagent learning in the presence of agents with limitations
Multiagent learning in the presence of agents with limitations
Cooperative Coevolution: An Architecture for Evolving Coadapted Subcomponents
Evolutionary Computation
Robustness in cooperative coevolution
Proceedings of the 8th annual conference on Genetic and evolutionary computation
An investigation, using co-evolution, to evolve an Awari player
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Analyzing cooperative coevolution with evolutionary game theory
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
New methods for competitive coevolution
Evolutionary Computation
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Evolving teamwork and coordination with genetic programming
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Ants and reinforcement learning: a case study in routing in dynamic networks
IJCAI'97 Proceedings of the Fifteenth international joint conference on Artifical intelligence - Volume 2
Reinforcement learning: a survey
Journal of Artificial Intelligence Research
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
Multi-agent systems by incremental gradient reinforcement learning
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
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
Emergence of collective behavior in evolving populations of flying agents
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
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
Layered learning in multiagent systems
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Learning conventions in multiagent stochastic domains using likelihood estimates
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Resource sharing and coevolution in evolving cellular automata
IEEE Transactions on Evolutionary Computation
Evolution of communication and language using signals, symbols, andwords
IEEE Transactions on Evolutionary Computation
Selecting informative actions improves cooperative multiagent learning
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Reaching pareto-optimality in prisoner's dilemma using conditional joint action learning
Autonomous Agents and Multi-Agent Systems
Distribution replacement: how survival of the worst can out perform survival of the fittest
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A framework for agent-based distributed machine learning and data mining
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Effective tag mechanisms for evolving coordination
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Automatica (Journal of IFAC)
Optimizing time warp simulation with reinforcement learning techniques
Proceedings of the 39th conference on Winter simulation: 40 years! The best is yet to come
Agent learning in the multi-agent contracting system [MACS]
Decision Support Systems
Knowledge propagation in a distributed omnidirectional vision system
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Marco Somalvico Memorial Issue
Large scale evolutionary optimization using cooperative coevolution
Information Sciences: an International Journal
Towards incremental social learning in optimization and multiagent systems
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Generative encoding for multiagent learning
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Theoretical Advantages of Lenient Learners: An Evolutionary Game Theoretic Perspective
The Journal of Machine Learning Research
Norm emergence under constrained interactions in diverse societies
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 2
Coevolutionary bid-based genetic programming for problem decomposition in classification
Genetic Programming and Evolvable Machines
Rational Bidding Using Reinforcement Learning
GECON '08 Proceedings of the 5th international workshop on Grid Economics and Business Models
Multi-Agent Reinforcement Learning for Intrusion Detection: A Case Study and Evaluation
MATES '08 Proceedings of the 6th German conference on Multiagent System Technologies
Q-Strategy: A Bidding Strategy for Market-Based Allocation of Grid Services
OTM '08 Proceedings of the OTM 2008 Confederated International Conferences, CoopIS, DOA, GADA, IS, and ODBASE 2008. Part I on On the Move to Meaningful Internet Systems:
A Collaborative Reinforcement Learning Approach to Urban Traffic Control Optimization
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
A stochastic process formulation of learning in cooperative agents
Multiagent and Grid Systems - Innovations in intelligent agent technology
Opportunities for multiagent systems and multiagent reinforcement learning in traffic control
Autonomous Agents and Multi-Agent Systems
Learning the IPA market with individual and social rewards
Web Intelligence and Agent Systems
Dynamic analysis of multiagent Q-learning with ε-greedy exploration
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Effective tag mechanisms for evolving cooperation
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Agent Strategy Generation by Rule Induction in Predator-Prey Problem
ICCS 2009 Proceedings of the 9th International Conference on Computational Science
Concept of a Multi-Agent System for Assisting in Real Estate Appraisals
KES-AMSTA '09 Proceedings of the Third KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications
Runtime efficiency of adaptive mobile software agents in pervasive computing environments
Proceedings of the 2009 international conference on Pervasive services
Environmental robustness in multi-agent teams
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Evolution of team composition in multi-agent systems
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Emergence of norms through social learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Effects of social learning and team familiarity on team performance
SpringSim '09 Proceedings of the 2009 Spring Simulation Multiconference
Genetic team composition and level of selection in the evolution of cooperation
IEEE Transactions on Evolutionary Computation
Utilization of a Cooperative Multiagent System in the Context of Cognitive Radio Networks
MACE '09 Proceedings of the 4th IEEE International Workshop on Modelling Autonomic Communications Environments
Cooperative Sign Language Tutoring: A Multiagent Approach
ESAW '09 Proceedings of the 10th International Workshop on Engineering Societies in the Agents World X
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Improving testing of multi-unit computer players for unwanted behavior using coordination macros
CIG'09 Proceedings of the 5th international conference on Computational Intelligence and Games
Cooperative control and potential games
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Collaborative signal and information processing in wireless sensor networks: a review
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Complex agent networks explaining the HIV epidemic among homosexual men in Amsterdam
Mathematics and Computers in Simulation
Evolution of altruistic robots
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
Training time and team composition robustness in evolved multi-agent systems
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
MALEF: Framework for distributed machine learning and data mining
International Journal of Intelligent Information and Database Systems
Exploring e-learning knowledge through ontological memetic agents
IEEE Computational Intelligence Magazine
Neuroevolution of mobile ad hoc networks
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A developmental algorithm for multi-agent swarms with scalable hierarchies
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A developmental approach to evolving scalable hierarchies for multi-agent swarms
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
To teach or not to teach?: decision making under uncertainty in ad hoc teams
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Frequency adjusted multi-agent Q-learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Using graph analysis to study networks of adaptive agent
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Evolving policy geometry for scalable multiagent learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Planning against fictitious players in repeated normal form games
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
A novel strategy approach for agent-based resource management system
WSEAS Transactions on Information Science and Applications
Thanks for the memory: Cooperative autonomous agent search in uncertain environments
Computers in Human Behavior
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
On the scalability and dynamic load-balancing of optimistic gate level simulation
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
A multi-agent system to assist with property valuation using heterogeneous ensembles of fuzzy models
KES-AMSTA'10 Proceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part I
Cooperative solution to the vehicle routing problem
KES-AMSTA'10 Proceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part II
Effects of social network topology and options on norm emergence
COIN'09 Proceedings of the 5th international conference on Coordination, organizations, institutions, and norms in agent systems
Evolutionary dynamics of regret minimization
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Collaborative learning with logic-based models
ALAMAS'05/ALAMAS'06/ALAMAS'07 Proceedings of the 5th , 6th and 7th European conference on Adaptive and learning agents and multi-agent systems: adaptation and multi-agent learning
Solving multi-stage games with hierarchical learning automata that bootstrap
ALAMAS'05/ALAMAS'06/ALAMAS'07 Proceedings of the 5th , 6th and 7th European conference on Adaptive and learning agents and multi-agent systems: adaptation and multi-agent learning
Multi-agent reinforcement learning for intrusion detection
ALAMAS'05/ALAMAS'06/ALAMAS'07 Proceedings of the 5th , 6th and 7th European conference on Adaptive and learning agents and multi-agent systems: adaptation and multi-agent learning
Synchronous vs. asynchronous cooperative approach to solving the vehicle routing problem
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
Multi-agent role allocation: issues, approaches, and multiple perspectives
Autonomous Agents and Multi-Agent Systems
The world of independent learners is not markovian
International Journal of Knowledge-based and Intelligent Engineering Systems
Guiding user adaptation in serious games
Agents for games and simulations II
Using genetic algorithms to limit the optimism in time warp
Winter Simulation Conference
Learning chasing behaviours of non-player characters in games using SARSA
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Concurrent modular Q-learning with local rewards on linked multi-component robotic systems
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I
A Multi-State Q-Learning Approach for the Dynamic Load Balancing of Time Warp
PADS '10 Proceedings of the 2010 IEEE Workshop on Principles of Advanced and Distributed Simulation
Towards concurrent Q-learning on linked multi-component robotic systems
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Investigating vesicular selection
Applied Soft Computing
Agent-based system with learning capabilities for transport problems
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part II
Performance of a multi-agent system over a multi-core cluster managed by Terracotta
Proceedings of the 2011 Symposium on Theory of Modeling & Simulation: DEVS Integrative M&S Symposium
JREP: Extending Repast Simphony for JADE Agent Behavior Components
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
Coordination of cooperation policies in a peer-to-peer system using swarm-based RL
Journal of Network and Computer Applications
Market-Inspired approach to collaborative learning
CIA'06 Proceedings of the 10th international conference on Cooperative Information Agents
Replicator dynamics for multi-agent learning: an orthogonal approach
ALA'09 Proceedings of the Second international conference on Adaptive and Learning Agents
ALA'11 Proceedings of the 11th international conference on Adaptive and Learning Agents
A hybrid system based on multi-agent systems in case of e-weddingthailand
ADMI'11 Proceedings of the 7th international conference on Agents and Data Mining Interaction
Heuristics for determining a patrol path of an unmanned combat vehicle
Computers and Industrial Engineering
Learning from others: Exchange of classification rules in intelligent distributed systems
Artificial Intelligence
A comparison of a communication strategies in cooperative learning
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Property-driven design for swarm robotics
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Active visual sensing and collaboration on mobile robots using hierarchical POMDPs
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Learning from demonstration with swarm hierarchies
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Strategy-Based learning through communication with humans
KES-AMSTA'12 Proceedings of the 6th KES international conference on Agent and Multi-Agent Systems: technologies and applications
Organizing scalable adaptation in serious games
AEGS'11 Proceedings of the 2011 international conference on Agents for Educational Games and Simulations
Managing Femto to Macro Interference without X2 Interface Support through POMDP
Mobile Networks and Applications
Costs and benefits of behavioral specialization
Robotics and Autonomous Systems
Multirobot behavior synchronization through direct neural network communication
ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part II
Enhancing the Adaptation of BDI Agents Using Learning Techniques
International Journal of Agent Technologies and Systems
Norm Emergence with Biased Agents
International Journal of Agent Technologies and Systems
Self-Optimization module for Scheduling using Case-based Reasoning
Applied Soft Computing
A Hybrid Cooperative Behavior Learning Method for a Rule-Based Shout-Ahead Architecture
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
GESwarm: grammatical evolution for the automatic synthesis of collective behaviors in swarm robotics
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Accelerating population-based search heuristics by adaptive resource allocation
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Sustainable cooperative coevolution with a multi-armed bandit
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Towards a deeper understanding of cooperative equilibrium: characterization and complexity
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
CLEAN rewards for improving multiagent coordination in the presence of exploration
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Reinforcement social learning of coordination in cooperative multiagent systems
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Applying hybrid learning approach to RoboCup's strategy
Journal of Systems and Software
Wireless Personal Communications: An International Journal
Multi-criteria expertness based cooperative Q-learning
Applied Intelligence
Incremental clustering and expansion for faster optimal planning in decentralized POMDPs
Journal of Artificial Intelligence Research
Teaching and leading an ad hoc teammate: Collaboration without pre-coordination
Artificial Intelligence
The dynamics of reinforcement social learning in cooperative multiagent systems
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Information Systems Frontiers
Engineering Applications of Artificial Intelligence
Distributed Learning for Planning Under Uncertainty Problems with Heterogeneous Teams
Journal of Intelligent and Robotic Systems
A comparison between a communication-based and a data mining-based learning approach for agents
Intelligent Decision Technologies
Active noise control system via multi-agent credit assignment
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Cooperative multi-agent systems (MAS) are ones in which several agents attempt, through their interaction, to jointly solve tasks or to maximize utility. Due to the interactions among the agents, multi-agent problem complexity can rise rapidly with the number of agents or their behavioral sophistication. The challenge this presents to the task of programming solutions to MAS problems has spawned increasing interest in machine learning techniques to automate the search and optimization process. We provide a broad survey of the cooperative multi-agent learning literature. Previous surveys of this area have largely focused on issues common to specific subareas (for example, reinforcement learning, RL or robotics). In this survey we attempt to draw from multi-agent learning work in a spectrum of areas, including RL, evolutionary computation, game theory, complex systems, agent modeling, and robotics. We find that this broad view leads to a division of the work into two categories, each with its own special issues: applying a single learner to discover joint solutions to multi-agent problems (team learning), or using multiple simultaneous learners, often one per agent (concurrent learning). Additionally, we discuss direct and indirect communication in connection with learning, plus open issues in task decomposition, scalability, and adaptive dynamics. We conclude with a presentation of multi-agent learning problem domains, and a list of multi-agent learning resources.