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X-CAL: Explicit Calibration for Survival Analysis Mark Goldstein

Neural Information Processing Systems

When a model's predicted number of events within any time interval is similar to the observed number, it is called well-calibrated . A survival model's calibration can be measured using, for instance, distributional calibration (



The MAGICAL Benchmark for Robust Imitation

Neural Information Processing Systems

The robot could learn from these demonstrations to complete the tasks autonomously. For IL algorithms to be useful, however, they must be able to learn how to perform tasks from few demonstrations. A domestic robot wouldn't be very helpful if it required thirty demonstrations before it figured out that you are deliberately washing your purple cravat


ParallelandEfficientHierarchicalk-Median Clustering

Neural Information Processing Systems

Inparticular,standardmetricformulations as hierarchical k-center,k-means, andk-median received a lot of attention and the problems have been studied extensively in different models of computation.