Valentyn Melnychuk

1. Estimating average causal effects from patient trajectories
   2022/03/02 by Dennis Frauen, Frauen, Dennis, Tobias Hatt +5 · 5 citations
   Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Computation (stat.CO) #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods in Clinical Trials
2. Sharp Bounds for Generalized Causal Sensitivity Analysis
   2023/05/26 by Dennis Frauen, Valentyn Melnychuk, Frauen, Dennis +3 · 4 citations
   Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Statistical Methods in Clinical Trials
3. Conformal Prediction for Causal Effects of Continuous Treatments
   2024/07/03 by Maresa Schröder, Schröder, Maresa, Dennis Frauen +9 · 4 citations
   Mathematics · #Statistical Methods in Clinical Trials #Advanced Causal Inference Techniques
4. Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation
   2023/10/26 by Konstantin Heß, Hess, Konstantin, Valentyn Melnychuk +5 · 4 citations
   Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Mathematical Biology Tumor Growth #Model Reduction and Neural Networks
5. IGC-Net for conditional average potential outcome estimation over time
   2024/05/31 by Konstantin Heß, Dennis Frauen, Hess, Konstantin +5 · 4 citations
   Decision Sciences · Engineering · #Risk and Safety Analysis #Fault Detection and Control Systems
6. Fair Off-Policy Learning from Observational Data
   2023/03/15 by Dennis Frauen, Valentyn Melnychuk, Frauen, Dennis +3 · 1 citation
   Social Sciences · #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. DiffPO: A causal diffusion model for learning distributions of potential outcomes
   2024/10/11 by Yuchen Ma, Valentyn Melnychuk, Ma, Yuchen +5 · 3 citations
   Decision Sciences · #Complex Systems and Decision Making #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Orthogonal Representation Learning for Estimating Causal Quantities
   2025/02/06 by Valentyn Melnychuk, Dennis Frauen, Melnychuk, Valentyn +5 · 2 citations
   Computer Science · Engineering · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning and Data Classification
9. Frequentist Consistency of Prior-Data Fitted Networks for Causal Inference
   2026/03/12 by Valentyn Melnychuk, Vahid Balazadeh, Stefan Feuerriegel +1 · 1 voice · 1 citation
   #cs.LG