Alexander D’Amour
7 papers · 2019–2025 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🐣
Hot Topic Early Bird
❓
The Questioner
Venues
Top co-authors
Research topics
Keywords
causal inference
(5)
proxy variable
(3)
domain adaptation
(2)
distribution shift
(2)
unobserved confounding
(2)
unsupervised domain adaptation
(1)
covariate shift
(1)
generative model
(1)
latent variable
(1)
reward hacking
(1)
partial identification
(1)
treatment effect
(1)
robust generalization
(1)
causal identification
(1)
latent subgroup shift
(1)
concept variable
(1)
latent confounder
(1)
reference policy
(1)
proximal causal learning
(1)
proxy reward
(1)
Papers
Theoretical guarantees on the best-of-n alignment policy
ICML 2025
When Can Proxies Improve the Sample Complexity of Preference Learning?
ICML 2025
Proxy Methods for Domain Adaptation
AISTATS 2024
Adapting to Latent Subgroup Shifts via Concepts and Proxies
AISTATS 2023
Bayesian Inference and Partial Identification in Multi-Treatment Causal Inference with Unobserved Confounding
AISTATS 2022
Causally motivated shortcut removal using auxiliary labels
AISTATS 2022
On Multi-Cause Approaches to Causal Inference with Unobserved Counfounding: Two Cautionary Failure Cases and A Promising Alternative
AISTATS 2019