Multiple people have died in a crash involving a police vehicle and a car following a pursuit, police have said. The collision involved a police vehicle and a Volkswagen Passat on the A66 in South Bank, near Middlesbrough in Teesside, at about 03:39 BST, Cleveland Police said. North East Ambulance Service said 14 ambulance resources attended and a number of patients died at the scene. A police spokesman said: Sadly, the collision has resulted in multiple fatalities. We are working to identify the victims and contact their families.

Neural Information Processing Systems http://nips.cc/

Existing MIPL algorithms often overlook the margins for attention scores andpredicted probabilities, leading tosuboptimal generalization performance.

Theoretical and empirical studies [21,77,9,55,49,5,12]postulate that such flatter regions generalize better than sharper minima, e.g., due to the flat minimizer's robustness against loss function shifts between trainandtestdata,asillustrated inFig.1.

For structured pruning, one promising method is to associate each neuron with a scaling factor, and regularize these scaling factors in training.

Our bound addresses the second question; it suggests that learning algorithms that bias towards models with small variation across the source threat model exhibit smaller drop in robustness to particularunforeseenattacks.

Wefindthatasthespectraldecay varies, the (asymptotic) test MSEisindeed approximately 2 inagreementwithpart (b) of Theorem3.1.

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