Despite their promising performance, the learned knowledge remains implicit in these black-box neural structures, which hinders understanding the importance of input features and how they influencedecisions.

Telstra CEO Vicki Brady will oversee 209 job cuts, as the telco rolls out AI capabilities and sends some jobs offshore. It comes after a $700m joint venture in 2025 with technology consultancy Accenture. Telstra CEO Vicki Brady will oversee 209 job cuts, as the telco rolls out AI capabilities and sends some jobs offshore. It comes after a $700m joint venture in 2025 with technology consultancy Accenture. Some jobs will be moved offshore in wake of telco's $700m partnership with tech consultancy Accenture More than 200 Telstra jobs are expected to be cut, as the telco rolls out AI capabilities and sends some jobs to India.

Recall the definition: a set function f(S) is submodular, if for any subsets S S0 Z, and i Z S0, f(S {i}) f(S) f(S0 {i}) f(S0). For experiments in section 5.2, all checkpoints are instances of resnet-50. They are trained by a batch size of 128, and an initial learning rate of 0.1. We run for 200 epochs, with learning rate decay at the 60th, 120th and 160th epoch. A typical validation accuracy from these checkpoint (on its own task) is about 83% (reasonably good).

Finding models that satisfy these twoconditions ischallenging and current methods tendtotackle only one ofthe two. Exponential and implicit generative models have typically strong approximation properties (see e.g.

This scaling behavior coincides with the one reportedinTripuranenietal. (2020)usingGaussiancomplexity.