Dennis Frauen
16 papers · 2022–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (14) π Conference Polyglot (4) π Renaissance Researcher (7) π§ Keyword Pioneer
π§
Keyword Pioneer
π
Triple Crown
π
Grand Slam
π€
Dynamic Duo
(16)
β‘
Prolific Year
(6)
π
Century Club
(16)
Conferences
ICLR (7)
ICML (5)
NIPS (3)
AAAI (1)
Top co-authors
Keywords
causal inference
(4)
time-varying confounder
(2)
sensitivity analysis
(2)
normalizing flow
(2)
off-policy learning
(1)
propensity score
(1)
personalized medicine
(1)
partial identification
(1)
causal model
(1)
unobserved confounding
(1)
counterfactual inference
(1)
average treatment effect
(1)
potential outcome
(1)
longitudinal datum
(1)
doubly robust
(1)
patient trajectory
(1)
mediation analysis
(1)
counterfactual outcome
(1)
interventional density
(1)
average causal effect
(1)
Papers
Model-agnostic meta-learners for estimating heterogeneous treatment effects over time
ICLR 2025
Learning Representations of Instruments for Partial Identification of Treatment Effects
ICML 2025
Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
ICLR 2025
A Neural Framework for Generalized Causal Sensitivity Analysis
ICLR 2024
Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation
ICLR 2024
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation
ICLR 2024
Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework
ICLR 2024
Fair Off-Policy Learning from Observational Data
ICML 2024
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments
ICML 2024
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model
NIPS 2023
Reliable Off-Policy Learning for Dosage Combinations
NIPS 2023
Estimating individual treatment effects under unobserved confounding using binary instruments
ICLR 2023
Estimating Average Causal Effects from Patient Trajectories
AAAI 2023
Normalizing Flows for Interventional Density Estimation
ICML 2023
Sharp Bounds for Generalized Causal Sensitivity Analysis
NIPS 2023
Causal Transformer for Estimating Counterfactual Outcomes
ICML 2022