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Collaborating Authors

 Deep Learning


Expert load matters: operating networks at high accuracy and low manual effort

Neural Information Processing Systems

In human-AI collaboration systems for critical applications, in order to ensure minimal error, users should set an operating point based on model confidence to determine when the decision should be delegated to human experts.


Neural (Tangent Kernel) Collapse

Neural Information Processing Systems

We adopt the natural assumption that the empirical NTK develops a block structure aligned with the class labels, i.e., samples within the same class have stronger