Spectral Representation for Causal Estimation with Hidden Confounders

15 July 2024

Arthur Gretton

Papers citing "Spectral Representation for Causal Estimation with Hidden Confounders"

24 / 24 papers shown

Title
Representation Learning via Non-Contrastive Mutual Information Z. Guo Bernardo Avila-Pires Khimya Khetarpal Dale Schuurmans Bo Dai SSL 102 0 0 23 Apr 2025
Regularized DeepIV with Model Selection Zihao Li Hui Lan Vasilis Syrgkanis Mengdi Wang Masatoshi Uehara 74 2 0 07 Mar 2024
Source Condition Double Robust Inference on Functionals of Inverse Problems Andrew Bennett Nathan Kallus Xiaojie Mao Whitney Newey Vasilis Syrgkanis Masatoshi Uehara 62 5 0 25 Jul 2023
Minimax Instrumental Variable Regression and $L_2$ Convergence Guarantees without Identification or Closedness Andrew Bennett Nathan Kallus Xiaojie Mao Whitney Newey Vasilis Syrgkanis Masatoshi Uehara 57 14 0 10 Feb 2023
Latent Variable Representation for Reinforcement Learning Tongzheng Ren Chenjun Xiao Tianjun Zhang Na Li Zhaoran Wang Sujay Sanghavi Dale Schuurmans Bo Dai OffRL 55 10 0 17 Dec 2022
Spectral Representation Learning for Conditional Moment Models Ziyu Wang Yucen Luo Yueru Li Jun Zhu Bernhard Schölkopf CML 59 7 0 29 Oct 2022
Spectral Decomposition Representation for Reinforcement Learning Tongzheng Ren Tianjun Zhang Lisa Lee Joseph E. Gonzalez Dale Schuurmans Bo Dai OffRL 58 27 0 19 Aug 2022
Inference on Strongly Identified Functionals of Weakly Identified Functions Andrew Bennett Nathan Kallus Xiaojie Mao Whitney Newey Vasilis Syrgkanis Masatoshi Uehara 62 16 0 17 Aug 2022
Optimal Rates for Regularized Conditional Mean Embedding Learning Zhu Li Dimitri Meunier Mattes Mollenhauer Arthur Gretton 47 49 0 02 Aug 2022
Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning Shuang Qiu Lingxiao Wang Chenjia Bai Zhuoran Yang Zhaoran Wang SSL OffRL 59 32 0 29 Jul 2022
Making Linear MDPs Practical via Contrastive Representation Learning Tianjun Zhang Tongzheng Ren Mengjiao Yang Joseph E. Gonzalez Dale Schuurmans Bo Dai 42 44 0 14 Jul 2022
Deep Learning Methods for Proximal Inference via Maximum Moment Restriction Benjamin Kompa David R. Bellamy Thomas Kolokotrones J. M. Robins Andrew L. Beam 55 14 0 19 May 2022
Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation Liyuan Xu Heishiro Kanagawa Arthur Gretton CML 33 36 0 07 Jun 2021
Proximal Causal Learning with Kernels: Two-Stage Estimation and Moment Restriction Afsaneh Mastouri Yuchen Zhu Limor Gultchin Anna Korba Ricardo M. A. Silva Matt J. Kusner Arthur Gretton Krikamol Muandet CML 29 61 0 10 May 2021
Instrumental Variable Regression via Kernel Maximum Moment Loss Rui Zhang Masaaki Imaizumi Bernhard Schölkopf Krikamol Muandet 23 7 0 15 Oct 2020
Learning Deep Features in Instrumental Variable Regression Liyuan Xu Yutian Chen Siddarth Srinivasan Nando de Freitas Arnaud Doucet Arthur Gretton CML OOD 54 68 0 14 Oct 2020
Provably Efficient Neural Estimation of Structural Equation Model: An Adversarial Approach Luofeng Liao You-Lin Chen Zhuoran Yang Bo Dai Zhaoran Wang Mladen Kolar 70 33 0 02 Jul 2020
Minimax Estimation of Conditional Moment Models Nishanth Dikkala Greg Lewis Lester W. Mackey Vasilis Syrgkanis 123 100 0 12 Jun 2020
Provably Efficient Reinforcement Learning with Linear Function Approximation Chi Jin Zhuoran Yang Zhaoran Wang Michael I. Jordan 76 549 0 11 Jul 2019
Kernel Instrumental Variable Regression Rahul Singh M. Sahani Arthur Gretton 74 172 0 01 Jun 2019
Deep Generalized Method of Moments for Instrumental Variable Analysis Andrew Bennett Nathan Kallus Tobias Schnabel 48 125 0 29 May 2019
Reinforcement Learning in Feature Space: Matrix Bandit, Kernels, and Regret Bound Lin F. Yang Mengdi Wang OffRL GP 50 284 0 24 May 2019
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 148 739 0 24 May 2017
Conditional mean embeddings as regressors - supplementary Steffen Grunewalder Guy Lever Luca Baldassarre Sam Patterson Arthur Gretton Massimiliano Pontil 102 144 0 21 May 2012