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HyperbolicNeuralNetworks

Neural Information Processing Systems

Hyperbolic spaces have recently gained momentum in the context of machine learning due to their high capacity and tree-likeliness properties. However, the representational power of hyperbolic geometry is not yet on par with Euclidean geometry, mostly because of the absence of corresponding hyperbolic neural networklayers.



Approximating Real-Time Recurrent Learning with Random Kronecker Factors

Neural Information Processing Systems

Wealso confirm these theoretical results experimentally. Further,we showempirically thattheKF-RTRLalgorithm captures long-term dependencies and almost matches the performance of TBPTT on real world tasks by trainingRecurrent Highway Networks on a synthetic string memorization task and onthe Penn TreeBank task, respectively.






550 pigeons rescued in North Carolina

Popular Science

The birds can make good pets, but only if taken care of properly. Breakthroughs, discoveries, and DIY tips sent six days a week. Rescuers in North Carolina recently saved over 500 pigeons from a home in Greensboro. Guildford County Animal Services and two other bird rescues based in Charlotte initially believed that the call was for about 300 birds . Instead, they found about 550 pigeons inside of a shed behind the home, hidden from the street.