Scaling, machine learning, and genetic neural nets
Advances in Applied Mathematics
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
Explorations in evolutionary robotics
Adaptive Behavior
Genetic Reinforcement Learning for Neurocontrol Problems
Machine Learning - Special issue on genetic algorithms
Learning and evolution in neural networks
Adaptive Behavior
Creating advice-taking reinforcement learners
Machine Learning - Special issue on reinforcement learning
Incremental evolution of complex general behavior
Adaptive Behavior - Special issue on environment structure and behavior
Evolutionary neurocontrollers for autonomous mobile robots
Neural Networks - Special issue on neural control and robotics: biology and technology
Blondie24: playing at the edge of AI
Blondie24: playing at the edge of AI
Evolving neural networks through augmenting topologies
Evolutionary Computation
Adaptive Control Utilising Neural Swarming
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
A Taxonomy for artificial embryogeny
Artificial Life
COOPERATIVE COEVOLUTION OF MULTI-AGENT SYSTEMS
COOPERATIVE COEVOLUTION OF MULTI-AGENT SYSTEMS
Symbiotic Evolution of Neural Networks in Sequential Decision Tasks
Symbiotic Evolution of Neural Networks in Sequential Decision Tasks
Cultural enhancement of neuroevolution
Cultural enhancement of neuroevolution
Robust non-linear control through neuroevolution
Robust non-linear control through neuroevolution
Efficient evolution of neural networks through complexification
Efficient evolution of neural networks through complexification
Evolving Soccer Keepaway Players Through Task Decomposition
Machine Learning
Constructing good learners using evolved pattern generators
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Automatic feature selection in neuroevolution
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Efficient credit assignment through evaluation function decomposition
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Evolving neural network ensembles for control problems
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Learning basic navigation for personal satellite assistant using neuroevolution
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Cooperative Coevolution: An Architecture for Evolving Coadapted Subcomponents
Evolutionary Computation
Emergence of Memory-Driven Command Neurons in Evolved Artificial Agents
Neural Computation
Coevolution of neural networks using a layered pareto archive
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Comparing evolutionary and temporal difference methods in a reinforcement learning domain
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Evolving a real-world vehicle warning system
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Evolutionary Function Approximation for Reinforcement Learning
The Journal of Machine Learning Research
A novel generative encoding for exploiting neural network sensor and output geometry
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Acquiring evolvability through adaptive representations
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Evolving explicit opponent models in game playing
Proceedings of the 9th annual conference on Genetic and evolutionary computation
New methods for competitive coevolution
Evolutionary Computation
Forming neural networks through efficient and adaptive coevolution
Evolutionary Computation
Acquiring visibly intelligent behavior with example-guided neuroevolution
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Stochastic optimization for collision selection in high energy physics
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
Competitive coevolution through evolutionary complexification
Journal of Artificial Intelligence Research
Active guidance for a finless rocket using neuroevolution
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Efficient non-linear control through neuroevolution
ECML'06 Proceedings of the 17th European conference on Machine Learning
Evolutionary ensembles with negative correlation learning
IEEE Transactions on Evolutionary Computation
Real-time neuroevolution in the NERO video game
IEEE Transactions on Evolutionary Computation
Neuro-evolution for a gathering and collective construction task
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Study on the Offset Color Reproduction Control System Based on Fuzzy Neural Network
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Neuroevolution based on reusable and hierarchical modular representation
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Extending genetic programming to evolve perceptron-like learning programs
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
Cloning mechanisms to improve agent performances
Journal of Network and Computer Applications
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Neuroevolution, i.e. evolution of artificial neural networks, has recently emerged as a powerful technique for solving challenging reinforcement learning problems. Compared to traditional(e.g. value-function based) methods, neuroevolution is especially strong in domains where the state of the world is not fully known: the state can be disambiguated through recurrency, and novel situations handled through pattern matching. In this tutorial, we will review (1)neuroevolution methods that evolve fixed-topology networks, network topologies, and network construction processes, (2) ways of combining traditional neural network learning algorithms with evolutionary methods, and (3) applications of neuroevolution to game playing, robot control, resource optimization, and cognitive science.