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02/15/2023
Dataset Interfaces: Diagnosing Model Failures Using Controllable Counterfactual Generation
Distribution shifts are a major source of failure of deployed machine le...
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06/29/2022
Distilling Model Failures as Directions in Latent Space
Existing methods for isolating hard subpopulations and spurious correlat...
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10/15/2021
Combining Diverse Feature Priors
To improve model generalization, model designers often restrict the feat...
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06/29/2021
A Mechanism for Producing Aligned Latent Spaces with Autoencoders
Aligned latent spaces, where meaningful semantic shifts in the input spa...
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09/21/2019
Automated Lower Bounds on the I/O Complexity of Computation Graphs
We consider the problem of finding lower bounds on the I/O complexity of...
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03/07/2019
Learning to Speak and Act in a Fantasy Text Adventure Game
We introduce a large scale crowdsourced text adventure game as a researc...
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09/06/2018