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WeaklySupervisedRepresentationLearningwith SparsePerturbations

Neural Information Processing Systems

These actions induce changes in pixels that are very different, but in both cases, the visual feedback in response to our actions indicates the presence of some object on the screen--a virtual paper and a virtual spacecraft, respectively--with properties that wecanmanipulate.


WeaklySupervisedRepresentationLearningwith SparsePerturbations

Neural Information Processing Systems

These actions induce changes in pixels that are very different, but in both cases, the visual feedback in response to our actions indicates the presence of some object on the screen--a virtual paper and a virtual spacecraft, respectively--with properties that wecanmanipulate.


RobustandFully-DynamicCoresetfor Continuous-and-BoundedLearning(WithOutliers) Problems

Neural Information Processing Systems

Moreover, our robust coreset can be efficiently maintained in fullydynamic environment. To the best of our knowledge, this is the first robust and fully-dynamic coreset construction method for these optimization problems.