v1v2v3v4 (latest)

Quasi-Oracle Estimation of Heterogeneous Treatment Effects

13 December 2017

Papers citing "Quasi-Oracle Estimation of Heterogeneous Treatment Effects"

50 / 275 papers shown

Title
Regression Adjustment for Estimating Distributional Treatment Effects in Randomized Controlled Trials Tatsushi Oka Shota Yasui Yuta Hayakawa Undral Byambadalai 18 2 0 19 Jul 2024
Causal Inference with Complex Treatments: A Survey Yingrong Wang Haoxuan Li Minqin Zhu Anpeng Wu Ruoxuan Xiong Leilei Gan Kun Kuang CML 91 1 0 19 Jul 2024
Decision Focused Causal Learning for Direct Counterfactual Marketing Optimization Hao Zhou Rongxiao Huang Shaoming Li Guibin Jiang Jiaqi Zheng Bing Cheng Wei Lin 70 4 0 18 Jul 2024
Model-agnostic meta-learners for estimating heterogeneous treatment effects over time Dennis Frauen Konstantin Hess Stefan Feuerriegel 158 7 0 07 Jul 2024
Robust CATE Estimation Using Novel Ensemble Methods Oshri Machluf Tzviel Frostig Gal Shoham T. Milo Elad Berkman Raviv Pryluk CML 90 0 0 04 Jul 2024
Proximity Matters: Local Proximity Preserved Balancing for Treatment Effect Estimation Hao Wang Zhichao Chen Yuan Shen Jiajun Fan Zhaoran Liu Degui Yang Xinggao Liu Haoxuan Li 81 0 0 01 Jul 2024
Improve ROI with Causal Learning and Conformal Prediction Meng Ai Zhuo Chen Jibin Wang Jing Shang Tao Tao Zhen Li 90 1 0 01 Jul 2024
Causal Responder Detection Tzviel Frostig Oshri Machluf Amitay Kamber Elad Berkman Raviv Pryluk CML 43 1 0 25 Jun 2024
Causal Inference with Latent Variables: Recent Advances and Future Prospectives Yaochen Zhu Yinhan He Jing Ma Mengxuan Hu Sheng Li Jundong Li CML 71 3 0 20 Jun 2024
Orthogonalized Estimation of Difference of $Q$ -functions Angela Zhou 89 0 0 12 Jun 2024
Asymptotically Optimal Regret for Black-Box Predict-then-Optimize Samuel Tan P. Frazier 60 0 0 12 Jun 2024
Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data Miruna Oprescu Nathan Kallus CML 67 0 0 10 Jun 2024
Heterogeneous Treatment Effects in Panel Data R. Levi Elisabeth Paulson Georgia Perakis Emily Zhang CML 65 0 0 09 Jun 2024
PairNet: Training with Observed Pairs to Estimate Individual Treatment Effect Lokesh Nagalapatti Pranava Singhal Avishek Ghosh Sunita Sarawagi CML OOD 82 1 0 06 Jun 2024
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments Jonas Schweisthal Dennis Frauen M. Schaar Stefan Feuerriegel CML 100 7 0 04 Jun 2024
Orthogonal Causal Calibration Justin Whitehouse Christopher Jung Vasilis Syrgkanis Bryan Wilder Zhiwei Steven Wu CML 176 1 0 04 Jun 2024
DISCRET: Synthesizing Faithful Explanations For Treatment Effect Estimation Yinjun Wu Mayank Keoliya Kan Chen Neelay Velingker Ziyang Li E. Getzen Qi Long Mayur Naik Ravi B. Parikh Eric Wong 101 3 0 02 Jun 2024
Benchmarking for Deep Uplift Modeling in Online Marketing Dugang Liu Xing Tang Yang Qiao Miao Liu Zexu Sun Xiuqiang He Zhong Ming 62 1 0 01 Jun 2024
OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators Allen Nie Yash Chandak Christina J. Yuan Anirudhan Badrinath Yannis Flet-Berliac Emma Brunskil OffRL 99 0 0 27 May 2024
Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity Analysis Daniel Csillag C. Struchiner G. Goedert OOD CML 74 2 0 15 May 2024
Neural Networks with Causal Graph Constraints: A New Approach for Treatment Effects Estimation Roger Pros Jordi Vitrià CML 90 0 0 18 Apr 2024
Bounding Causal Effects with Leaky Instruments David S. Watson Jordan Penn L. Gunderson Gecia Bravo Hermsdorff Afsaneh Mastouri Ricardo M. A. Silva CML 56 1 0 05 Apr 2024
A Causal Analysis of CO2 Reduction Strategies in Electricity Markets Through Machine Learning-Driven Metalearners Iman Emtiazi Naeini Zahra Saberi Khadijeh Hassanzadeh 26 0 0 21 Mar 2024
Sample size planning for conditional counterfactual mean estimation with a K-armed randomized experiment Gabriel Ruiz 55 0 0 06 Mar 2024
Triple/Debiased Lasso for Statistical Inference of Conditional Average Treatment Effects Masahiro Kato CML 70 1 0 05 Mar 2024
Calibrating doubly-robust estimators with unbalanced treatment assignment Daniele Ballinari 24 1 0 03 Mar 2024
Unveiling the Potential of Robustness in Evaluating Causal Inference Models Yiyan Huang Cheuk Hang Leung Siyi Wang Yijun Li Qi Wu OOD CML 76 0 0 28 Feb 2024
Federated Learning for Estimating Heterogeneous Treatment Effects Disha Makhija Joydeep Ghosh Yejin Kim CML FedML 94 2 0 27 Feb 2024
Causal hybrid modeling with double machine learning Kai-Hendrik Cohrs Gherardo Varando Nuno Carvalhais Markus Reichstein Gustau Camps-Valls 128 5 0 20 Feb 2024
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects Jef Jonkers Jarne Verhaeghe Glenn Van Wallendael Luc Duchateau Sofie Van Hoecke 458 2 0 07 Feb 2024
The Essential Role of Causality in Foundation World Models for Embodied AI Tarun Gupta Wenbo Gong Chao Ma Nick Pawlowski Agrin Hilmkil ... Jianfeng Gao Stefan Bauer Danica Kragic Bernhard Schölkopf Cheng Zhang 79 17 0 06 Feb 2024
Individualized Multi-Treatment Response Curves Estimation using RBF-net with Shared Neurons Peter Chang Arkaprava Roy CML 34 1 0 29 Jan 2024
M $^3$ TN: Multi-gate Mixture-of-Experts based Multi-valued Treatment Network for Uplift Modeling Zexu Sun Xu Chen 60 3 0 24 Jan 2024
Disentangle Estimation of Causal Effects from Cross-Silo Data Yuxuan Liu Yining Qi Shuang Wang Zhiming He Wenchao Xu Jialiang Zhu Fan Yang CML 62 3 0 04 Jan 2024
Is Knowledge All Large Language Models Needed for Causal Reasoning? Hengrui Cai Shengjie Liu Rui Song LRM ELM 119 13 0 30 Dec 2023
Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model Shunsuke Horii Yoichi Chikahara 64 4 0 16 Dec 2023
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders Debo Cheng Ziqi Xu Jiuyong Li Lin Liu Jixue Liu Wentao Gao T. Le CML 93 6 0 12 Dec 2023
RoME: A Robust Mixed-Effects Bandit Algorithm for Optimizing Mobile Health Interventions Easton K. Huch Jieru Shi Madeline R Abbott J. Golbus Alexander Moreno Walter Dempsey OffRL 55 0 0 11 Dec 2023
Disentangled Latent Representation Learning for Tackling the Confounding M-Bias Problem in Causal Inference Debo Cheng Yang Xie Ziqi Xu Jiuyong Li Lin Liu Jixue Liu Yinghao Zhang Zaiwen Feng CML BDL 60 1 0 08 Dec 2023
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel CML 91 10 0 19 Nov 2023
Estimating treatment effects from single-arm trials via latent-variable modeling Manuel Haussmann Tran Minh Son Le Viivi Halla-aho Samu Kurki Jussi Leinonen Miika Koskinen Samuel Kaski Harri Lähdesmäki CML 102 0 0 06 Nov 2023
High Precision Causal Model Evaluation with Conditional Randomization Chao Ma Cheng Zhang CML 49 1 0 03 Nov 2023
Personalized Assignment to One of Many Treatment Arms via Regularized and Clustered Joint Assignment Forests Rahul Ladhania Jann Spiess Lyle Ungar Wenbo Wu CML 45 1 0 01 Nov 2023
Optimal Transport for Treatment Effect Estimation Hao Wang Zhichao Chen Jiajun Fan Haoxuan Li Tianqiao Liu Weiming Liu Quanyu Dai Yichao Wang Zhenhua Dong Ruiming Tang OT CML 82 38 0 27 Oct 2023
CATE Lasso: Conditional Average Treatment Effect Estimation with High-Dimensional Linear Regression Masahiro Kato Masaaki Imaizumi CML 68 2 0 25 Oct 2023
Causal Q-Aggregation for CATE Model Selection Hui Lan Vasilis Syrgkanis CML 107 4 0 25 Oct 2023
Transparency challenges in policy evaluation with causal machine learning -- improving usability and accountability Patrick Rehill Nicholas Biddle CML ELM 81 4 0 20 Oct 2023
Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML OOD 216 2 0 16 Oct 2023
Positivity-free Policy Learning with Observational Data Pan Zhao Antoine Chambaz Julie Josse Shu Yang 97 6 0 10 Oct 2023
Robustness-enhanced Uplift Modeling with Adversarial Feature Desensitization Zexu Sun Bowei He Ming Ma Jiakai Tang Yuchen Wang Chen Ma Dugang Liu 69 4 0 07 Oct 2023