Model-Powered Conditional Independence Test

18 September 2017

Rajat Sen

A. Suresh

Karthikeyan Shanmugam

Papers citing "Model-Powered Conditional Independence Test"

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Title
Score-based Generative Modeling for Conditional Independence Testing Yixin Ren Chenghou Jin Yewei Xia Li Ke Longtao Huang Hui Xue Hao Zhang Jihong Guan S. Kevin Zhou 29 0 0 29 May 2025
Conditional Independence Test Based on Transport Maps Chenxuan He Yuan Gao Liping Zhu Jian Huang OT 80 0 0 13 Apr 2025
InfoBridge: Mutual Information estimation via Bridge Matching Sergei Kholkin Ivan Butakov Evgeny Burnaev Nikita Gushchin Alexander Korotin DiffM FedML 153 0 0 03 Feb 2025
Causal Adjacency Learning for Spatiotemporal Prediction Over Graphs Zhaobin Mo Qingyuan Liu Baohua Yan Longxiang Zhang Xuan Di 111 1 0 25 Nov 2024
Deep Nonparametric Conditional Independence Tests for Images Marco Simnacher Xiangnan Xu Hani Park Christoph Lippert Sonja Greven 70 1 0 09 Nov 2024
CausalScore: An Automatic Reference-Free Metric for Assessing Response Relevance in Open-Domain Dialogue Systems Tao Feng Zhuang Li Xiaoxi Kang Gholamreza Haffari 67 1 0 25 Jun 2024
Scalable and Flexible Causal Discovery with an Efficient Test for Adjacency Alan Nawzad Amin Andrew Gordon Wilson CML 111 1 0 13 Jun 2024
Demystifying amortized causal discovery with transformers Francesco Montagna Max Cairney-Leeming Dhanya Sridhar Francesco Locatello CML 122 1 0 27 May 2024
A Conditional Independence Test in the Presence of Discretization Boyang Sun Yu Yao Huangyuan Hao Yumou Qiu Kun Zhang CML 116 2 0 26 Apr 2024
Mutual Information Estimation via Normalizing Flows I. Butakov Alexander Tolmachev S. Malanchuk A. Neopryatnaya Alexey Frolov 93 8 0 04 Mar 2024
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes Georg Manten Cecilia Casolo E. Ferrucci Søren Wengel Mogensen C. Salvi Niki Kilbertus CML BDL 248 12 0 28 Feb 2024
Practical Kernel Tests of Conditional Independence Roman Pogodin Antonin Schrab Yazhe Li Danica J. Sutherland Arthur Gretton 88 5 0 20 Feb 2024
Evaluating LLP Methods: Challenges and Approaches Gabriel Franco Giovanni V. Comarela Mark Crovella 45 0 0 29 Oct 2023
Auditing for Human Expertise Rohan Alur Loren Laine Darrick K. Li Manish Raghavan Devavrat Shah Dennis L. Shung 57 8 0 02 Jun 2023
Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression I. Butakov Alexander Tolmachev S. Malanchuk A. Neopryatnaya Alexey Frolov K. Andreev 116 7 0 13 May 2023
High-Dimensional Smoothed Entropy Estimation via Dimensionality Reduction Kristjan Greenewald Brian Kingsbury Yuancheng Yu 86 4 0 08 May 2023
Nearest-Neighbor Sampling Based Conditional Independence Testing Shuai Li Ziqi Chen Hong-Tu Zhu Christina Dan Wang Wang Wen 29 4 0 09 Apr 2023
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data Uzma Hasan Emam Hossain Md. Osman Gani CML AI4TS 128 31 0 27 Mar 2023
Less is More: Mitigate Spurious Correlations for Open-Domain Dialogue Response Generation Models by Causal Discovery Tao Feng Zhuang Li Gholamreza Haffari CML 99 7 0 02 Mar 2023
A Double Regression Method for Graphical Modeling of High-dimensional Nonlinear and Non-Gaussian Data Siqi Liang F. Liang 60 0 0 08 Dec 2022
Diffeomorphic Information Neural Estimation Bao Duong T. Nguyen 57 6 0 20 Nov 2022
Improving the Efficiency of the PC Algorithm by Using Model-Based Conditional Independence Tests Erica Cai A. Mcgregor David D. Jensen CML 62 1 0 12 Nov 2022
A survey of some recent developments in measures of association S. Chatterjee 59 16 0 09 Nov 2022
Composite Feature Selection using Deep Ensembles F. Imrie Alexander Norcliffe Pietro Lio M. Schaar 94 12 0 01 Nov 2022
Conditional Independence Testing via Latent Representation Learning Bao Duong T. Nguyen BDL CML 97 7 0 04 Sep 2022
DIET: Conditional independence testing with marginal dependence measures of residual information Mukund Sudarshan A. Puli Wesley Tansey Rajesh Ranganath 59 2 0 18 Aug 2022
Empirical Bayesian Approaches for Robust Constraint-based Causal Discovery under Insufficient Data Zijun Cui Naiyu Yin Yuru Wang Qiang Ji 34 0 0 16 Jun 2022
Evaluating Independence and Conditional Independence Measures Jian Ma 54 3 0 15 May 2022
Local permutation tests for conditional independence Ilmun Kim Matey Neykov Sivaraman Balakrishnan Larry A. Wasserman 98 28 0 22 Dec 2021
An Asymptotic Test for Conditional Independence using Analytic Kernel Embeddings M. Scetbon Laurent Meunier Yaniv Romano 50 11 0 28 Oct 2021
Data-Driven Representations for Testing Independence: Modeling, Analysis and Connection with Mutual Information Estimation Mauricio E. Gonzalez Jorge F. Silva M. Videla Marcos E. Orchard 67 10 0 27 Oct 2021
PPFS: Predictive Permutation Feature Selection Atif Hassan Jiaul H. Paik S. Khare A. H. Syed 72 20 0 20 Oct 2021
D'ya like DAGs? A Survey on Structure Learning and Causal Discovery M. Vowels Necati Cihan Camgöz Richard Bowden CML 147 305 0 03 Mar 2021
Out-of-Distribution Generalization Analysis via Influence Function Haotian Ye Chuanlong Xie Yue Liu Zhenguo Li OOD 55 13 0 21 Jan 2021
Neural Joint Entropy Estimation Yuval Shalev Amichai Painsky I. Ben-Gal 90 8 0 21 Dec 2020
DEMI: Discriminative Estimator of Mutual Information Ruizhi Liao Daniel Moyer Polina Golland W. Wells DRL 63 5 0 05 Oct 2020
A Bayesian Nonparametric Conditional Two-sample Test with an Application to Local Causal Discovery Philip A. Boeken Joris M. Mooij CML 53 5 0 17 Aug 2020
Conditional independence testing via weighted partial copulas and nearest neighbors Pascal Bianchi K. Elgui Franccois Portier 38 5 0 23 Jun 2020
Double Generative Adversarial Networks for Conditional Independence Testing C. Shi Tianlin Xu Wicher P. Bergsma Lexin Li 129 28 0 03 Jun 2020
C-MI-GAN : Estimation of Conditional Mutual Information using MinMax formulation A. Mondal A. Bhattacharya Sudipto Mukherjee A. Prathosh Sreeram Kannan Himanshu Asnani 87 15 0 17 May 2020
MINT: Deep Network Compression via Mutual Information-based Neuron Trimming Madan Ravi Ganesh Jason J. Corso Salimeh Yasaei Sekeh MQ 104 16 0 18 Mar 2020
Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets Jakob Runge 110 195 0 07 Mar 2020
Minimax Optimal Conditional Independence Testing Matey Neykov Sivaraman Balakrishnan Larry A. Wasserman 92 44 0 09 Jan 2020
Model-Augmented Estimation of Conditional Mutual Information for Feature Selection Alan Yang AmirEmad Ghassami Maxim Raginsky Negar Kiyavash E. Rosenbaum 32 1 0 12 Nov 2019
A simple measure of conditional dependence Mona Azadkia S. Chatterjee 222 131 0 27 Oct 2019
Conditional independence testing: a predictive perspective M. Inácio Rafael Izbicki R. Stern 36 4 0 31 Jul 2019
Conditional Independence Testing using Generative Adversarial Networks Alexis Bellot M. Schaar CML GAN 101 52 0 09 Jul 2019
CCMI : Classifier based Conditional Mutual Information Estimation Sudipto Mukherjee Himanshu Asnani Sreeram Kannan VLM 127 81 0 05 Jun 2019
On $L_2$ -consistency of nearest neighbor matching James Sharpnack 36 2 0 06 Feb 2019
The conditional permutation test for independence while controlling for confounders Thomas B. Berrett Yi Wang Rina Foygel Barber R. Samworth 114 16 0 14 Jul 2018