Limor Gultchin
8 papers · 2019–2024 · 4 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (12) π£ Hot Topic Early Bird π Conference Polyglot Β· Bronze
π§¬
Topic Evolution
π₯
Unstoppable Β· Bronze
Venues
Top co-authors
Research topics
Keywords
causal inference
(4)
kernel methods
(2)
policy optimization
(1)
causal discovery
(1)
gradient-based optimization
(1)
semantic analysis
(1)
causal effect estimation
(1)
gaussian process
(1)
nonparametric estimation
(1)
expected improvement
(1)
bayesian optimization
(1)
mean embedding
(1)
causal effect
(1)
local explanation
(1)
causal intervention
(1)
treatment effect
(1)
unobserved confounding
(1)
word embedding
(1)
instrumental variable
(1)
backdoor adjustment
(1)
Papers
Pragmatic Fairness: Developing Policies with Outcome Disparity Control
CLeaR 2024
Functional causal Bayesian optimization
UAI 2023
Causal inference with treatment measurement error: a nonparametric instrumental variable approach
UAI 2022
Local explanations via necessity and sufficiency: unifying theory and practice
UAI 2021
Operationalizing Complex Causes: A Pragmatic View of Mediation
ICML 2021
Proximal Causal Learning with Kernels: Two-Stage Estimation and Moment Restriction
ICML 2021
Differentiable Causal Backdoor Discovery
AISTATS 2020
Humor in Word Embeddings: Cockamamie Gobbledegook for Nincompoops
ICML 2019