Alexander Volfovsky
14 papers · 2019–2024 · 6 venues · across top CS/AI venues
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Achievements
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Dynamic Duo
(10)
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Conference Pioneer
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Century Club Β· Bronze
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Renaissance Researcher
(8)
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Research topics
Machine Learning
(12)
Artificial Intelligence
(9)
Core AI
(9)
Core Methods
(8)
Mathematics & Optimization
(5)
Learning Types
(5)
Optimization
(4)
Knowledge & Reasoning
(3)
Optimization & Theory
(3)
Reasoning
(3)
Data Science & Analytics
(2)
Applications
(2)
Mathematics
(2)
Healthcare & Medicine
(1)
Interdisciplinary
(1)
Keywords
causal inference
(8)
treatment effect estimation
(6)
matching method
(2)
observational study
(2)
treatment effect
(2)
distance metric
(2)
dynamic programming
(1)
markov chain monte carlo
(1)
text analysis
(1)
stochastic process
(1)
adaptive design
(1)
best arm identification
(1)
optimal policy
(1)
policy learning
(1)
personalized medicine
(1)
sensitivity analysis
(1)
causal effect
(1)
social network
(1)
network interference
(1)
experimental design
(1)
Papers
Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference
AAAI 2024
Hidden Population Estimation with Indirect Inference and Auxiliary Information
UAI 2024
Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data
AISTATS 2024
Safe and Interpretable Estimation of Optimal Treatment Regimes
AISTATS 2024
Experimental Designs for Heteroskedastic Variance
NeurIPS 2023
Variable importance matching for causal inference
UAI 2023
MALTS: Matching After Learning to Stretch
JMLR 2022
FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference
JMLR 2021
Sensitivity Analysis for Causal Mediation through Text: an Application to Political Polarization
EMNLP 2021
Adaptive Hyper-box Matching for Interpretable Individualized Treatment Effect Estimation
UAI 2020
Almost-Matching-Exactly for Treatment Effect Estimation under Network Interference
AISTATS 2020
Interpretable Almost-Exact Matching for Causal Inference
AISTATS 2019
Interpretable Almost Matching Exactly With Instrumental Variables
UAI 2019
SMOGS: Social Network Metrics of Game Success
AISTATS 2019