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Learning Representations for Counterfactual Inference

12 May 2016

Papers citing "Learning Representations for Counterfactual Inference"

50 / 403 papers shown

Title
Estimating Treatment Effects Under Heterogeneous Interference Xiaofeng Lin Guoxi Zhang Xiaotian Lu Han Bao Koh Takeuchi Hisashi Kashima CML 62 5 0 25 Sep 2023
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects Ahmed Alaa Zaid Ahmad Mark van der Laan CML 197 16 0 28 Aug 2023
Does Misclassifying Non-confounding Covariates as Confounders Affect the Causal Inference within the Potential Outcomes Framework? Yonghe Zhao Q. Huang Shuai Fu Huashan Sun CML 32 0 0 22 Aug 2023
Uplift Modeling: from Causal Inference to Personalization Felipe Moraes Hugo Manuel Proença A. Kornilova Javier Albert Dmitri Goldenberg CML 40 10 0 17 Aug 2023
Pareto Invariant Representation Learning for Multimedia Recommendation Shanshan Huang Haoxuan Li Qingsong Li Chunyuan Zheng Li Liu CML 94 12 0 09 Aug 2023
Generalization bound for estimating causal effects from observational network data Ruichu Cai Zeqin Yang Weilin Chen Yuguang Yan Zijian Li CML 84 6 0 08 Aug 2023
RCT Rejection Sampling for Causal Estimation Evaluation Katherine A. Keith Sergey Feldman David Jurgens Jonathan Bragg Rohit Bhattacharya CML 75 7 0 27 Jul 2023
Treatment Outcome Prediction for Intracerebral Hemorrhage via Generative Prognostic Model with Imaging and Tabular Data Wenao Ma Cheng Chen J. Abrigo C. Mak Yuqi Gong Nga Yan Chan Chu Han Zaiyi Liu Qi Dou 115 7 0 24 Jul 2023
De-confounding Representation Learning for Counterfactual Inference on Continuous Treatment via Generative Adversarial Network Yonghe Zhao Q. Huang Haolong Zeng Yun-Wen Pen Huashan Sun CML OOD BDL 33 2 0 24 Jul 2023
Adversarial Conversational Shaping for Intelligent Agents Piotr Tarasiewicz Sultan Kenjeyev Ilana Sebag Shehab Alshehabi GAN 52 0 0 20 Jul 2023
Assisting Clinical Decisions for Scarcely Available Treatment via Disentangled Latent Representation Bing Xue A. Said Ziqi Xu Hanyang Liu N. Shah Hanqing Yang Philip R. O. Payne Chenyang Lu 126 5 0 06 Jul 2023
Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer's Disease Progression via Counterfactual Inference Haixing Dai Mengxuan Hu Qing Li Lu Zhang Lin Zhao ... Manhua Liu Quanzheng Li Sheng Li Tianming Liu Xiang Li CML OOD 106 2 0 03 Jul 2023
Variational Counterfactual Prediction under Runtime Domain Corruption Hechuan Wen Tong Chen L. K. Chai S. Sadiq Junbin Gao Hongzhi Yin OOD 97 2 0 23 Jun 2023
Treatment Effects in Extreme Regimes Ahmed Aloui Ali Hasan Yuting Ng Miroslav Pajic Vahid Tarokh 43 0 0 20 Jun 2023
CF-GODE: Continuous-Time Causal Inference for Multi-Agent Dynamical Systems Song Jiang Zijie Huang Xiao Luo Yizhou Sun CML 106 15 0 20 Jun 2023
Generalizable Resource Scaling of 5G Slices using Constrained Reinforcement Learning Muhammad Sulaiman Mahdieh Ahmadi M. A. Salahuddin R. Boutaba A. Saleh 74 8 0 15 Jun 2023
Advancing Counterfactual Inference through Nonlinear Quantile Regression Shaoan Xie Erdun Gao Bin Gu Tongliang Liu Kun Zhang 92 1 0 09 Jun 2023
Accounting For Informative Sampling When Learning to Forecast Treatment Outcomes Over Time Toon Vanderschueren Alicia Curth Wouter Verbeke M. Schaar 93 14 0 07 Jun 2023
Worst-risk minimization in generalized structural equation models Philip Kennerberg Ernst C. Wit 38 0 0 06 Jun 2023
Contagion Effect Estimation Using Proximal Embeddings Zahra Fatemi Elena Zheleva 51 1 0 04 Jun 2023
Reliable Off-Policy Learning for Dosage Combinations Jonas Schweisthal Dennis Frauen Valentyn Melnychuk Stefan Feuerriegel OffRL 57 12 0 31 May 2023
Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation V. Chauhan Jiandong Zhou Ghadeer O. Ghosheh Soheila Molaei David Clifton 79 11 0 25 May 2023
Meta-learning for heterogeneous treatment effect estimation with closed-form solvers Tomoharu Iwata Yoichi Chikahara CML FedML 77 0 0 19 May 2023
Integrating Nearest Neighbors with Neural Network Models for Treatment Effect Estimation Niki Kiriakidou Christos Diou CML 45 4 0 11 May 2023
An Efficient Doubly-Robust Test for the Kernel Treatment Effect Diego Martinez-Taboada Aaditya Ramdas Edward H. Kennedy OOD 67 8 0 26 Apr 2023
Causal Effect Estimation with Variational AutoEncoder and the Front Door Criterion Ziqi Xu Debo Cheng Jiuyong Li Jixue Liu Lin Liu Kui Yu CML 101 2 0 24 Apr 2023
Evidentiality-aware Retrieval for Overcoming Abstractiveness in Open-Domain Question Answering Yongho Song Dahyun Lee Myungha Jang Seung-won Hwang Kyungjae Lee Dongha Lee Jinyeong Yeo RALM 66 1 0 06 Apr 2023
DR-VIDAL -- Doubly Robust Variational Information-theoretic Deep Adversarial Learning for Counterfactual Prediction and Treatment Effect Estimation on Real World Data Shantanu Ghosh Zheng Feng Jiang Bian Kevin R. B. Butler M. Prosperi CML OOD BDL 21 0 0 07 Mar 2023
Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders Defu Cao James Enouen Yujing Wang Xiangchen Song Chuizheng Meng Hao Niu Yan Liu CML 67 23 0 04 Mar 2023
Continual Causal Inference with Incremental Observational Data Zhixuan Chu Ruopeng Li S. Rathbun Sheng Li CML 82 15 0 03 Mar 2023
Hyperparameter Tuning and Model Evaluation in Causal Effect Estimation Damian Machlanski Spyridon Samothrakis Paul Clarke ELM CML 80 9 0 02 Mar 2023
Learning high-dimensional causal effect Aayush Agarwal Saksham Bassi CML SyDa 49 0 0 01 Mar 2023
Multi-Action Dialog Policy Learning from Logged User Feedback Shuo Zhang Junzhou Zhao Pinghui Wang Tianxiang Wang Zi Liang Jing Tao Y. Huang Junlan Feng OffRL 79 0 0 27 Feb 2023
Knowledge Graph Completion with Counterfactual Augmentation Heng Chang Jie Cai Jia Li 73 26 0 25 Feb 2023
Understanding the Impact of Competing Events on Heterogeneous Treatment Effect Estimation from Time-to-Event Data Alicia Curth M. Schaar CML 55 4 0 23 Feb 2023
A Survey on Causal Reinforcement Learning Yan Zeng Ruichu Cai Gang Hua Libo Huang Zijian Li CML 135 30 0 10 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 65 26 0 06 Feb 2023
Counterfactual Identifiability of Bijective Causal Models Arash Nasr-Esfahany MohammadIman Alizadeh Devavrat Shah CML BDL 113 27 0 04 Feb 2023
Domain Adaptation via Rebalanced Sub-domain Alignment Yi-Ling Liu Juncheng Dong Ziyang Jiang Ahmed Aloui Keyu Li Hunter Klein Vahid Tarokh David Carlson 58 2 0 03 Feb 2023
Causal Effect Estimation: Recent Advances, Challenges, and Opportunities Zhixuan Chu Jia-Bin Huang Ruopeng Li Wei Chu Sheng Li CML OOD 105 8 0 02 Feb 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Erdun Gao Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 136 11 0 29 Jan 2023
Zero-shot causal learning H. Nilforoshan Michael Moor Yusuf Roohani Yining Chen Anja vSurina Michihiro Yasunaga Sara Oblak J. Leskovec CML BDL OffRL 85 14 0 28 Jan 2023
Estimating Causal Effects using a Multi-task Deep Ensemble Ziyang Jiang Zhuoran Hou Yi-Ling Liu Yiman Ren Keyu Li David Carlson CML 76 6 0 26 Jan 2023
Proximal Causal Learning of Conditional Average Treatment Effects Erik Sverdrup Yifan Cui CML 86 6 0 26 Jan 2023
Data-Driven Estimation of Heterogeneous Treatment Effects Christopher Tran Keith Burghardt Kristina Lerman Elena Zheleva CML 56 1 0 16 Jan 2023
Unpacking the "Black Box" of AI in Education Nabeel Gillani R. Eynon Catherine Chiabaut Kelsey Finkel 76 59 0 31 Dec 2022
Deep Causal Learning for Robotic Intelligence Yongqian Li CML 73 5 0 23 Dec 2022
TCFimt: Temporal Counterfactual Forecasting from Individual Multiple Treatment Perspective Pengfei Xi Guifeng Wang Zhipeng Hu Yu Xiong Ming‐Fu Gong ... Runze Wu Yu-qiong Ding Tangjie Lv Changjie Fan Xiangnan Feng CML AI4TS AI4CE 49 0 0 17 Dec 2022
Instrumental Variables in Causal Inference and Machine Learning: A Survey Anpeng Wu Kun Kuang Ruoxuan Xiong Leilei Gan SyDa CML 72 7 0 12 Dec 2022
Direct Heterogeneous Causal Learning for Resource Allocation Problems in Marketing Hao Zhou Shaoming Li Guibin Jiang Jiaqi Zheng Dong Wang 57 19 0 28 Nov 2022