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10/31/2022
Private optimization in the interpolation regime: faster rates and hardness results
In non-private stochastic convex optimization, stochastic gradient metho...
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06/15/2022
Query-Adaptive Predictive Inference with Partial Labels
The cost and scarcity of fully supervised labels in statistical machine ...
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08/16/2021
Fine-tuning is Fine in Federated Learning
We study the performance of federated learning algorithms and their vari...
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08/28/2018
Bounds on the conditional and average treatment effect in the presence of unobserved confounders
The causal effect of an intervention can not be consistently estimated w...
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05/30/2018
Generalizing to Unseen Domains via Adversarial Data Augmentation
We are concerned with learning models that generalize well to different ...
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10/11/2016
