research
∙
02/15/2023
Dataset Interfaces: Diagnosing Model Failures Using Controllable Counterfactual Generation
Distribution shifts are a major source of failure of deployed machine le...
share
research
∙
06/29/2022
Distilling Model Failures as Directions in Latent Space
Existing methods for isolating hard subpopulations and spurious correlat...
research
∙
10/15/2021
Combining Diverse Feature Priors
To improve model generalization, model designers often restrict the feat...
research
∙
06/29/2021
A Mechanism for Producing Aligned Latent Spaces with Autoencoders
Aligned latent spaces, where meaningful semantic shifts in the input spa...
research
∙
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...
research
∙
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...
research
∙
09/06/2018
