ServiceNow AI Research

Bayesian Uncertainty

Benchmarking Bayesian Causal Discovery Methods for Downstream Treatment Effect Estimation
Benchmarking Bayesian Causal Discovery Methods for Downstream Treatment Effect Estimation
The practical utility of causality in decision-making is widely recognized, with causal discovery and inference being inherently …
Workshop on Structured Probabilistic Inference & Generative Modeling (ICML),  2023.
PDF Cite
Constraining Low-level Representations to Define Effective Confidence Scores
Constraining Low-level Representations to Define Effective Confidence Scores
Neural networks are known to fail with high confidence, especially for data that somehow differs from the training distribution. Such …
Workshop at the Neural Information Processing Systems (NeurIPS),  2022.
PDF Cite Code Video