Validating Causal Inference Methods

Validating Causal Inference Methods

9 February 2022

Papers citing "Validating Causal Inference Methods"

12 / 12 papers shown

Title
Practical Evaluation of Copula-based Survival Metrics: Beyond the Independent Censoring Assumption Christian Marius Lillelund Shi-ang Qi Russell Greiner 62 0 0 26 Feb 2025
Marginal Causal Flows for Validation and Inference Daniel de Vassimon Manela Laura Battaglia Robin J. Evans CML 34 1 0 02 Nov 2024
Generative Conditional Distributions by Neural (Entropic) Optimal Transport Bao Nguyen Binh Nguyen Hieu Trung Nguyen Viet Anh Nguyen OT 42 1 0 04 Jun 2024
Unveiling the Potential of Robustness in Evaluating Causal Inference Models Yiyan Huang Cheuk Hang Leung Siyi Wang Yijun Li Qi Wu OOD CML 31 0 0 28 Feb 2024
Deep Learning With DAGs Sourabh Vivek Balgi Adel Daoud Jose M. Pena G. Wodtke Jesse Zhou AI4CE CML 19 1 0 12 Jan 2024
RetailSynth: Synthetic Data Generation for Retail AI Systems Evaluation Yu Xia Ali Arian S. Narayanamoorthy Joshua Mabry 28 3 0 21 Dec 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data B. V. Breugel Nabeel Seedat F. Imrie M. Schaar SyDa 24 19 0 25 Oct 2023
RCT Rejection Sampling for Causal Estimation Evaluation Katherine A. Keith Sergey Feldman David Jurgens Jonathan Bragg Rohit Bhattacharya CML 24 7 0 27 Jul 2023
Copula-Based Deep Survival Models for Dependent Censoring Ali Hossein Gharari Foomani Michael Cooper Russell Greiner Rahul G. Krishnan 26 10 0 20 Jun 2023
Variable Importance Matching for Causal Inference Quinn Lanners Harsh Parikh A. Volfovsky Cynthia Rudin David Page CML 24 1 0 23 Feb 2023
In Search of Insights, Not Magic Bullets: Towards Demystification of the Model Selection Dilemma in Heterogeneous Treatment Effect Estimation Alicia Curth M. Schaar CML 13 25 0 06 Feb 2023
CausalBench: A Large-scale Benchmark for Network Inference from Single-cell Perturbation Data Mathieu Chevalley Yusuf Roohani Arash Mehrjou J. Leskovec Patrick Schwab CML 26 36 0 31 Oct 2022