Alexander D’Amour
7 papers · 2019–2025 · 2 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (2) 🏃 Academic Marathon (6) 🐝 Cross-Pollinator (12)
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The Questioner
Conferences
AISTATS (5)
ICML (2)
Top co-authors
Keywords
causal inference
(5)
proxy variable
(3)
domain adaptation
(2)
distribution shift
(2)
unobserved confounding
(2)
latent variable
(1)
partial identification
(1)
treatment effect
(1)
robust generalization
(1)
causal identification
(1)
latent subgroup shift
(1)
concept variable
(1)
latent confounder
(1)
proximal causal learning
(1)
multi-cause approach
(1)
negative control
(1)
shortcut learning
(1)
bayesian inference
(1)
unsupervised domain adaptation
(1)
covariate shift
(1)
Papers
When Can Proxies Improve the Sample Complexity of Preference Learning?
ICML 2025
Theoretical guarantees on the best-of-n alignment policy
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