Valentyn Melnychuk
~Valentyn_Melnychuk1
14
论文总数
7.0
年均投稿
平均评分
接收情况8/14
会议分布
ICLR
10
NeurIPS
4
发表论文 (14 篇)
20257 篇
3
Orthogonal Representation Learning for Estimating Causal Quantities
ICLR 2025Rejected
4
Differentially private learners for heterogeneous treatment effects
ICLR 2025Poster
5
Treatment Effect Estimation for Optimal Decision-Making
NeurIPS 2025Poster
4
G-Transformer for Conditional Average Potential Outcome Estimation over Time
ICLR 2025Rejected
4
Counterfactual fairness prediction: Consistent estimation with generative models and theoretical guarantees
ICLR 2025Rejected
4
Conformal Prediction for Causal Effects of Continuous Treatments
NeurIPS 2025Poster
4
Conformal prediction for causal effects of continuous treatments
ICLR 2025Rejected
20247 篇
5
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner
NeurIPS 2024Poster
4
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation
ICLR 2024Spotlight
4
Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation
ICLR 2024Poster
4
Fair Off-Policy Learning from Observational Data
ICLR 2024Rejected
4
DiffPO: A causal diffusion model for learning distributions of potential outcomes
NeurIPS 2024Poster
4
Counterfactual Fairness for Predictions using Generative Adversarial Networks
ICLR 2024Rejected
4
A Neural Framework for Generalized Causal Sensitivity Analysis
ICLR 2024Poster