2 papers
cs.CR2026
Exposing Vulnerability Monoculture Through Systemic Adversarial Robustness
Leo Elmecker-Plakolm, Lukasz Szpruch, Avishek Joey Bose +1
Beneath the apparent diversity of foundation models lies an increasingly homogeneous technical stack of common training pipelines, distillation methods, and data. These shared algo…
stat.ML2024
Deep Learning Methods for the Noniterative Conditional Expectation G-Formula for Causal Inference from Complex Observational Data
Sophia M Rein, Jing Li, Miguel Hernan +1
The g-formula can be used to estimate causal effects of sustained treatment strategies using observational data under the identifying assumptions of consistency, positivity, and ex…