Publications in machine learning/biological learning

Learning curves for stochastic gradient descent in linear feedforward networks.
Werfel J, Xie X and Seung HS.
Neural Computation, 2005;17:2699-718
Learning in neural networks by reinforcement of irregular spiking
Xie X and Seung HS.
Phys Rev E, 2004;69:041909
Learning winner-take-all competition between groups of neurons in lateral inhibitory networks
Xie X, Hahnloser HR, and Seung HS.
Advances in Neural Information Processing Systems 2001;13:350-356
Equivalence of backpropagation and contrastive Hebbian learning in a layered network
Xie X and Seung HS.
Neural Computation, 2003;16:441-454
Threshold behavior of maximum likelihood method in population decoding
Xie X
Network: Comput. Neural Syst. 2002;13:447-456
Spike-based learning rules and stabilization of persistent neural activity
Xie X and Seung HS
Advances in Neural Information Processing Systems 2000;12:199-205