Sudeepa Roy
7 papers · 2019–2025 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (13) π£ Hot Topic Early Bird
π
Conference Pioneer
Venues
Top co-authors
Research topics
Machine Learning
(7)
Artificial Intelligence
(6)
Core AI
(6)
Core Methods
(5)
Learning Types
(4)
Knowledge & Reasoning
(2)
Mathematics & Optimization
(2)
Optimization
(2)
Reasoning
(2)
Data Science & Analytics
(1)
Application Areas
(1)
Applications
(1)
Bayesian & Probabilistic
(1)
Optimization & Theory
(1)
Keywords
causal inference
(6)
treatment effect estimation
(4)
matching method
(2)
observational study
(2)
graph machine learning
(1)
network interference
(1)
interpretable model
(1)
treatment effect
(1)
observational data
(1)
mixed-integer program
(1)
semiparametric efficiency
(1)
conditional average treatment effect
(1)
instrumental variable
(1)
peer effect
(1)
double machine learning
(1)
potential outcome
(1)
matching algorithm
(1)
unmeasured confounding
(1)
spillover effect
(1)
covariate matching
(1)
Papers
Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects
AISTATS 2025
Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference
AAAI 2024
FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference
JMLR 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