Sam Witty

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 8

Top Topics

Causal Inference

Top Venues

Publications

Raj Agrawal, Sam Witty, Andy Zane, Eli Bingham
Automated Efficient Estimation using Monte Carlo Efficient Influence Functions. CoRR (2024)
Pracheta Amaranath, Peter J. Haas, David D. Jensen, Sam Witty
Causal Dynamic Bayesian Networks for Simulation Metamodeling. WSC (2023)
Sam Witty, David D. Jensen, Vikash Mansinghka
A Simulation-Based Test of Identifiability for Bayesian Causal Inference. CoRR (2021)
Sam Witty, Kenta Takatsu, David D. Jensen, Vikash Mansinghka
Causal Inference using Gaussian Processes with Structured Latent Confounders. ICML (2020)
Brittany Johnson, Jesse Bartola, Rico Angell, Katherine Keith, Sam Witty, Stephen J. Giguere, Yuriy Brun
Fairkit, Fairkit, on the Wall, Who's the Fairest of Them All? Supporting Data Scientists in Training Fair Models. CoRR (2020)
Sam Witty, Kenta Takatsu, David D. Jensen, Vikash Mansinghka
Causal Inference using Gaussian Processes with Structured Latent Confounders. CoRR (2020)
Sam Witty, Alexander K. Lew, David D. Jensen, Vikash Mansinghka
Bayesian causal inference via probabilistic program synthesis. CoRR (2019)
Sam Witty, Jun Ki Lee, Emma Tosch, Akanksha Atrey, Michael L. Littman, David D. Jensen
Measuring and Characterizing Generalization in Deep Reinforcement Learning. CoRR (2018)