Causal Effect Estimation under Networked Interference without Networked Unconfoundedness Assumption
cs.LG
Submitted: 2025-02-27
Updated: 2026-10-06
Code: https://github.com/songjiang0909/Causal-Inference-on-Networked-Data
Terminology
Sources
- Doubly Robust Causal Effect Estimation under Networked Interference via Targeted Learning
- Estimating Causal Effects of HIV Prevention Interventions with Interference in Network-based Studies among People Who Inject Drugs
- Revisiting the Effects of Maternal Education on Adolescents' Academic Performance: Doubly Robust Estimation in a Network-Based Observational Study
- Disentangled Instrumental Variables for Causal Inference with Networked Observational Data
Related papers
- Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
- AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
- Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
- Convergence issues in Relational Concept Analysis based on AOC-posets
- Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks