Valentyn Melnychuk

CausalTransformer. Code for the paper "Causal Transformer for Estimating Counterfactual Outcomes"

xray. Unsupervised Anomaly Detection for X-Ray Images

kg-alignment-lessons-learned. Implementation of reproducibility paper "Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned"

semi-supervised-text-classification. Adaptation of FixMatch for Semi-supervised text classification

INFs. Code for the paper "Normalizing Flows for Interventional Density Estimation"

RICB. Code for the paper "Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation"

oct-diagn-semi-supervised. Implementation of the paper "Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels"

seal-regression. Linear Regression on Homomorphic Encrypted Data, based on PySEAL package

CSM-APID. Code for the paper "Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model"

OR-learners. Code for the paper "Orthogonal Representation Learning for Estimating Causal Quantities"

semi-supervised-certain-pseudo-labeling. Jupyter Notebook

meme. Multimodal Emotion Messaging Estimator

AU-CNFs. Code for the paper "Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner"

OAR. Code for the paper "Overlap-Adaptive Regularization for Conditional Average Treatment Effect Estimation"

freq-cons-pfns. Jupyter Notebook