Neural Networks Papers

This is a non exhausive list of interesting papers to start with. They're mostly very interesting to read, albeit at a fair level of complexity. By "reference hopping", you should be able to get your foot in the door of accademic research quite easily.

• Genetic Set Recombination and its Application to Neural Network Topology Optimisation
  author: Rafal Salustowicz
  url: http://citeseer.nj.nec.com/43352.html
  rating: 12
  votes: 5

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• Effect of Batch Learning in Multilayer Neural Networks
  author: Kenji Fukumizu
  resume: Lab. for Information Synthesis, RIKEN Brain Science Institute
  url: http://citeseer.nj.nec.com/fukumizu98effect.html
  rating: 5
  votes: 1

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• A Direct Adaptive Method for Faster Backpropagation Learning: The RPROP Algorithm
  author: Marin Riedmiller, Heinrich Braun
  resume: Proceedings of the IEEE International Conference on Neural Networks
  url: http://citeseer.nj.nec.com/riedmiller93direct.html
  rating: 4
  votes: 1

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• Rprop - Description and Implementation Details
  author: Martin Riedmiller
  resume: Technical Report
  url: http://citeseer.nj.nec.com/riedmiller94rprop.html
  rating: 29
  votes: 7

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• A Review of Evolutionary Artificial Neural Networks
  author: Xin Yao
  resume: International Journal of Intelligence Systems
  url: http://citeseer.nj.nec.com/yao93review.html
  rating: 9
  votes: 2

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• Brains, Gases and Robots
  author: Husbands, P. et al.
  resume: Introduces a new type of neural network based on gas acting as a neuro-transmitter. The extra plasticity reduces evolution times.
  url: http://www.cogs.susx.ac.uk/users/toms/GasNets/papers.html
  rating: 64
  votes: 17

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• Training a 3-Node Neural Network is NP-Complete
  author: Avrim L. Blum, Ronald L. Rivest
  resume: Neural Networks, Vol. 5
  url: http://citeseer.nj.nec.com/blum92training.html
  rating: 7
  votes: 2

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• Evolving Robot Behaviours with Diffusing Gas Networks
  author: Husbands, P.
  resume: Discusses the practical use of GasNets for evolutionnary robotics controllers.
  url: http://www.cogs.susx.ac.uk/users/toms/GasNets/papers.html
  rating: 8
  votes: 2

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• The Design and Evolution of Modular Neural Network Architectures
  author: Bart L.M. Happel, Jacob M.J. Murre
  resume: Neural Networks, 7
  url: http://citeseer.nj.nec.com/happel94design.html
  rating: 15
  votes: 5

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• Automatic Definition of Modular Neural Networks
  author: Frédéric Gruau
  resume: Adaptive Behaviour
  url: http://citeseer.nj.nec.com/gruau95automatic.html

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• Hierarchical Overlapped Neural-Gas Network with Application to Pattern Classification
  author: A.S. Atukorale, P.N. Suganthan
  resume: Dept of Computer Science and Electrical Engineering, University of Queensland
  url: http://citeseer.nj.nec.com/atukorale00hierarchical.html
  rating: 14
  votes: 4

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• Training Recurrent Networks
  author: Morten With Pedersen
  resume: Department of Mathematical Modelling, Technical University of Denmark
  url: http://citeseer.nj.nec.com/pedersen97training.html
  rating: 5
  votes: 2

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• Combining Neural Networks and Fuzzy Controllers
  author: Detlef Nauck, Frank Klawonn, and Rudolf Kruse
  resume: Fuzzy Logic in Artificial Intelligence (FLAI93)
  url: http://citeseer.nj.nec.com/nauck93combining.html
  rating: 19
  votes: 6

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• An Efficient Neural Gas Network for Classification
  author: A.S. Atukorale and P.N. Suganthan
  resume: Proceedings of the International Conference on Control, Automation, Robotics and Vision
  url: http://citeseer.nj.nec.com/atukorale98efficient.html
  rating: 10
  votes: 3

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