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22 Results

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Workshop
On the role of prognostic factors and effect modifiers in structural causal models
Rianne M. Schouten
Workshop
Estimating Effects of Tokens in Preference Learning
Hsiao-Ru Pan · Maximilian Mordig · Bernhard Schölkopf
Poster
Fri 11:00 Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner
Valentyn Melnychuk · Stefan Feuerriegel · Mihaela van der Schaar
Poster
Wed 16:30 Causal Discovery from Event Sequences by Local Cause-Effect Attribution
Joscha Cüppers · Sascha Xu · Ahmed Musa · Jilles Vreeken
Poster
Thu 11:00 Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand
Md Musfiqur Rahman · Matt Jordan · Murat Kocaoglu
Poster
Fri 11:00 Causal Effect Identification in a Sub-Population with Latent Variables
Amir Mohammad Abouei · Ehsan Mokhtarian · Negar Kiyavash · Matthias Grossglauser
Poster
An effective framework for estimating individualized treatment rules
Joowon Lee · Jared Huling · Guanhua Chen
Oral
Fri 10:20 Do Finetti: On Causal Effects for Exchangeable Data
Siyuan Guo · Chi Zhang · Karthika Mohan · Ferenc Huszar · Bernhard Schölkopf
Workshop
Minimally orthogonal causal effect estimation
Yiman Ren · Daniel Clauw · Michael Burns · Maggie Makar
Poster
A Non-parametric Direct Learning Approach to Heterogeneous Treatment Effect Estimation under Unmeasured Confounding
Xinhai Zhang · Xingye Qiao
Poster
Fri 11:00 Do Finetti: On Causal Effects for Exchangeable Data
Siyuan Guo · Chi Zhang · Karthika Mohan · Ferenc Huszar · Bernhard Schölkopf
Poster
Wed 11:00 Fast Proxy Experiment Design for Causal Effect Identification
Sepehr Elahi · Sina Akbari · Jalal Etesami · Negar Kiyavash · Patrick Thiran