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Ravikumar, Pradeep K.

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On the (In)fidelity and Sensitivity of Explanations

2019 | Annual Conference on Neural Information Processing Systems
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Game Design for Eliciting Distinguishable Behavior

2019 | Annual Conference on Neural Information Processing Systems
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Optimal Analysis of Subset-Selection Based L_p Low-Rank Approximation

2019 | Annual Conference on Neural Information Processing Systems
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Representer Point Selection for Explaining Deep Neural Networks

2018 | Annual Conference on Neural Information Processing Systems
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DAGs with NO TEARS: Continuous Optimization for Structure Learning

2018 | Annual Conference on Neural Information Processing Systems
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MixLasso: Generalized Mixed Regression via Convex Atomic-Norm Regularization

2018 | Annual Conference on Neural Information Processing Systems
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Connecting Optimization and Regularization Paths

2018 | Annual Conference on Neural Information Processing Systems
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The Sample Complexity of Semi-Supervised Learning with Nonparametric Mixture Models

2018 | Annual Conference on Neural Information Processing Systems
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On Separability of Loss Functions, and Revisiting Discriminative Vs Generative Models

2017 | Annual Conference on Neural Information Processing Systems
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The Expxorcist: Nonparametric Graphical Models Via Conditional Exponential Densities

2017 | Annual Conference on Neural Information Processing Systems
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