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Home/Authors/Valentyn Melnychuk

Valentyn Melnychuk

Topic trends: 32,543 papers · similarity ≥ 0.4 · year ≥ 2024 · Data sourced from Semantic Scholar

34,598 papers | Abstracts: 31,650 (91.5%) | Citations: 34,598 (100.0%) | arXiv: 26,074 (75.4%)

Built: Feb 14, 2026, 11:22 PM AMS

8

papers

116

total citations

papers (8)

Sharp Bounds for Generalized Causal Sensitivity Analysis

NEURIPS 2023arXiv

Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation

Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation

Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model

NEURIPS 2023arXiv

Reliable Off-Policy Learning for Dosage Combinations

NEURIPS 2023arXiv

Fair Off-Policy Learning from Observational Data

Treatment Effect Estimation for Optimal Decision-Making

NEURIPS 2025arXiv

Differentially private learners for heterogeneous treatment effects