research
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06/19/2022
Nested bandits
In many online decision processes, the optimizing agent is called to cho...
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05/19/2022
Diverse Weight Averaging for Out-of-Distribution Generalization
Standard neural networks struggle to generalize under distribution shift...
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11/19/2021
A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling
Individual Treatment Effect (ITE) prediction is an important area of res...
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09/13/2021
Zeroth-order non-convex learning via hierarchical dual averaging
We propose a hierarchical version of dual averaging for zeroth-order onl...
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10/16/2020
Online non-convex optimization with imperfect feedback
We consider the problem of online learning with non-convex losses. In te...
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08/07/2020
