10-04-2021-jam.md

• Auditing AI models for Verified Deployment under Semantic Specifications, nips2021 ai safety audit.
• Optimization-based Causal Estimation from Heterogenous Environments, David Blei's group causality, 2021.
• Can multi-label classification networks know what they don’t know?, ood detection 2021.
• An Empirical Survey of Data Augmentation for Limited Data Learning in NLP, data augmentation 2021.
• Deep Learning for Text Style Transfer: A Survey, CL submitted 2021.
• Training on Test Data with Bayesian Adaptation for Covariate Shift, test time inference 2021.
• Unsolved Problems in ML Safety, ai safety 2021.
• Good-Enough Example Extrapolation, data augmentation 2021.