Distributional robustness of K-class estimators and the PULSE

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Distributional robustness of K-class estimators and the PULSE

7 May 2020

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Papers citing "Distributional robustness of K-class estimators and the PULSE"

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Title
Achievable distributional robustness when the robust risk is only partially identified Julia Kostin Nicola Gnecco Fanny Yang 148 3 0 04 Feb 2025
Identifying Representations for Intervention Extrapolation Sorawit Saengkyongam Ezgi Ozyilkan Pradeep Ravikumar Niklas Pfister Jonas Peters CML OOD 84 16 0 06 Oct 2023
Identifiability of Sparse Causal Effects using Instrumental Variables Niklas Pfister J. Peters CML 59 10 0 17 Mar 2022
Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past Nikolaj Thams Rikke Sondergaard S. Weichwald J. Peters AI4TS CML 72 13 0 11 Mar 2022
Exploiting Independent Instruments: Identification and Distribution Generalization Sorawit Saengkyongam Leonard Henckel Niklas Pfister J. Peters 88 18 0 03 Feb 2022
Invariant Policy Learning: A Causal Perspective Sorawit Saengkyongam Nikolaj Thams J. Peters Niklas Pfister CML OffRL 85 15 0 01 Jun 2021
Regularizing towards Causal Invariance: Linear Models with Proxies Michael Oberst Nikolaj Thams J. Peters David Sontag OOD 78 25 0 03 Mar 2021
Regularizing Double Machine Learning in Partially Linear Endogenous Models Corinne Emmenegger Peter Buhlmann 38 10 0 29 Jan 2021
Statistical Inference for Maximin Effects: Identifying Stable Associations across Multiple Studies Zijian Guo 56 17 0 15 Nov 2020
Deconfounding and Causal Regularization for Stability and External Validity Peter Buhlmann Domagoj Cevid CML 49 11 0 14 Aug 2020