The society of mind
Distributed problem solving techniques: A survey
IEEE Transactions on Systems, Man and Cybernetics
A world championship caliber checkers program
Artificial Intelligence
C4.5: programs for machine learning
C4.5: programs for machine learning
TD-Gammon, a self-teaching backgammon program, achieves master-level play
Neural Computation
Learning and evolution in neural networks
Adaptive Behavior
Artificial intelligence and mobile robots
An adaptive interactive agent for route advice
Proceedings of the third annual conference on Autonomous Agents
Between MDPs and semi-MDPs: a framework for temporal abstraction in reinforcement learning
Artificial Intelligence
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Gradient descent for general reinforcement learning
Proceedings of the 1998 conference on Advances in neural information processing systems II
Artificial Intelligence - Chips challenging champions: games, computers and Artificial Intelligence
Neural Network Perception for Mobile Robot Guidance
Neural Network Perception for Mobile Robot Guidance
Genetic Algorithms and Robotics
Genetic Algorithms and Robotics
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Cooperative Mobile Robotics: Antecedents and Directions
Autonomous Robots
Multiagent Systems: A Survey from a Machine Learning Perspective
Autonomous Robots
Designing the Market Game for a Trading Agent Competition
IEEE Internet Computing
Learning to Predict by the Methods of Temporal Differences
Machine Learning
Evolving neural networks through augmenting topologies
Evolutionary Computation
The Vision of Autonomic Computing
Computer
RoboCup-97: Robot Soccer World Cup I
RoboCup-97: Robot Soccer World Cup I
RoboCup-98: Robot Soccer World Cup II
RoboCup-98: Robot Soccer World Cup II
RoboCup-99: Robot Soccer World Cup III
RoboCup-99: Robot Soccer World Cup III
RoboCup 2000: Robot Soccer World Cup IV
RoboCup 2000: Robot Soccer World Cup IV
RoboCup 2001: Robot Soccer World Cup V
RoboCup 2001: Robot Soccer World Cup V
Algorithms for Inverse Reinforcement Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Recognizing Probabilistic Opponent Movement Models
RoboCup 2001: Robot Soccer World Cup V
The RoboCup Synthetic Agent Challenge 97
RoboCup-97: Robot Soccer World Cup I
Co-evolutionary Auction Mechanism Design: A Preliminary Report
AAMAS '02 Revised Papers from the Workshop on Agent Mediated Electronic Commerce on Agent-Mediated Electronic Commerce IV, Designing Mechanisms and Systems
Bug isolation via remote program sampling
PLDI '03 Proceedings of the ACM SIGPLAN 2003 conference on Programming language design and implementation
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Iterative combinatorial auctions: achieving economic and computational efficiency
Iterative combinatorial auctions: achieving economic and computational efficiency
Least-squares policy iteration
The Journal of Machine Learning Research
Learning to detect malicious executables in the wild
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
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
Polygraph: Automatically Generating Signatures for Polymorphic Worms
SP '05 Proceedings of the 2005 IEEE Symposium on Security and Privacy
Scalable statistical bug isolation
Proceedings of the 2005 ACM SIGPLAN conference on Programming language design and implementation
Automatic feature selection in neuroevolution
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Combining statistical monitoring and predictable recovery for self-management
WOSS '04 Proceedings of the 1st ACM SIGSOFT workshop on Self-managed systems
Mobilized Ad-Hoc Networks: A Reinforcement Learning Approach
ICAC '04 Proceedings of the First International Conference on Autonomic Computing
Failure Diagnosis Using Decision Trees
ICAC '04 Proceedings of the First International Conference on Autonomic Computing
File Classification in Self-* Storage Systems
ICAC '04 Proceedings of the First International Conference on Autonomic Computing
Utility Functions in Autonomic Systems
ICAC '04 Proceedings of the First International Conference on Autonomic Computing
Towards Self-Configuring Hardware for Distributed Computer Systems
ICAC '05 Proceedings of the Second International Conference on Automatic Computing
Machine Learning Methods for Predicting Failures in Hard Drives: A Multiple-Instance Application
The Journal of Machine Learning Research
Autonomous shaping: knowledge transfer in reinforcement learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Adaptive mechanism design: a metalearning approach
ICEC '06 Proceedings of the 8th international conference on Electronic commerce: The new e-commerce: innovations for conquering current barriers, obstacles and limitations to conducting successful business on the internet
Evolutionary Function Approximation for Reinforcement Learning
The Journal of Machine Learning Research
Adding learning to the cellular development of neural networks: Evolution and the baldwin effect
Evolutionary Computation
A comparison between cellular encoding and direct encoding for genetic neural networks
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Automatic heuristic construction in a complete general game player
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Know thine enemy: a champion robocup coach agent
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
TacTex-05: a champion supply chain management agent
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Using Homomorphisms to transfer options across continuous reinforcement learning domains
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Winning the DARPA grand challenge with an AI robot
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Value functions for RL-based behavior transfer: a comparative study
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Autonomous color learning on a mobile robot
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Hierarchical reinforcement learning with the MAXQ value function decomposition
Journal of Artificial Intelligence Research
Decision-theoretic bidding based on learned density models in simultaneous, interacting auctions
Journal of Artificial Intelligence Research
ATTac-2000: an adaptive autonomous bidding agent
Journal of Artificial Intelligence Research
General game learning using knowledge transfer
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Color learning on a mobile robot: towards full autonomy under changing illumination
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
SMDP homomorphisms: an algebraic approach to abstraction in semi-Markov decision processes
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Making markets and democracy work: a story of incentives and computing
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
State abstraction discovery from irrelevant state variables
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Tracking dynamic team activity
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
RoboCup 2004: robot Soccer World Cup VIII
RoboCup 2004: robot Soccer World Cup VIII
Towards illumination invariance in the legged league
RoboCup 2004
Rational Bidding Using Reinforcement Learning
GECON '08 Proceedings of the 5th international workshop on Grid Economics and Business Models
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:
Data Mining-Driven Analysis and Decomposition in Agent Supply Chain Management Networks
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Opportunities for multiagent systems and multiagent reinforcement learning in traffic control
Autonomous Agents and Multi-Agent Systems
Modelling Actor Evolution in Agent-Based Simulations
Organized Adaption in Multi-Agent Systems
A NEAT Way for Evolving Echo State Networks
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
On-Board Evolutionary Algorithm and Off-Line Rule Discovery for Column Formation in Swarm Robotics
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
ADMI'11 Proceedings of the 7th international conference on Agents and Data Mining Interaction
Transferring evolved reservoir features in reinforcement learning tasks
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
Cloning mechanisms to improve agent performances
Journal of Network and Computer Applications
Adaptive reservoir computing through evolution and learning
Neurocomputing
Strategic interactions among agents with bounded rationality
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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One goal of Artificial Intelligence is to enable the creation of robust, fully autonomous agents that can coexist with us in the real world. Such agents will need to be able to learn, both in order to correct and circumvent their inevitable imperfections, and to keep up with a dynamically changing world. They will also need to be able to interact with one another, whether they share common goals, they pursue independent goals, or their goals are in direct conflict. This paper presents current research directions in machine learning, multiagent reasoning, and robotics, and advocates their unification within concrete application domains. Ideally, new theoretical results in each separate area will inform practical implementations while innovations from concrete multiagent applications will drive new theoretical pursuits, and together these synergistic research approaches will lead us towards the goal of fully autonomous agents.