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Robustness Gym: Unifying the NLP Evaluation Landscape
Despite impressive performance on standard benchmarks, deep neural netwo...
01/13/2021 ∙ by Karan Goel, et al. ∙
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Model Patching: Closing the Subgroup Performance Gap with Data Augmentation
Classifiers in machine learning are often brittle when deployed. Particu...
08/15/2020 ∙ by Karan Goel, et al. ∙
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PLOTS: Procedure Learning from Observations using Subtask Structure
In many cases an intelligent agent may want to learn how to mimic a sing...
04/17/2019 ∙ by Tong Mu, et al. ∙
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Sample Efficient Policy Search for Optimal Stopping Domains
Optimal stopping problems consider the question of deciding when to stop...
02/21/2017 ∙ by Karan Goel, et al. ∙
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Octopus: A Framework for Cost-Quality-Time Optimization in Crowdsourcing
We present Octopus, an AI agent to jointly balance three conflicting tas...
02/12/2017 ∙ by Karan Goel, et al. ∙
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