Shivaram's Reading List


Function Approximation     Partial Observability     Learning Methods     Ensembles    
Stochastic Optimisation     General RL     General ML     Multiagent Learning    
Comparison/Integration     Bandits     Applications     Robot Soccer    
Humanoids     Parameter     MDP     Empirical    
Failure Warning     Representation     General AI     Neural Networks    
All    

Neural Networks

Multitask Learning
Rich Caruana, 1997
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Exponentially many local minima for single neurons
Peter Auer, Mark Herbster, and Manfred K. Warmuth, 1996
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Multilayer feedforward networks are universal approximators
Kurt Hornik, Maxwell B. Stinchcombe, and Halbert White, 1989
Details