Domain Adaptation by Using Causal Inference to Predict Invariant
Conditional Distributions

Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions

20 July 2017

Sara Magliacane

Stephan Bongers

Philip Versteeg

Joris M. Mooij

Papers citing "Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions"

15 / 15 papers shown

Title
Partial Transportability for Domain Generalization Kasra Jalaldoust Alexis Bellot Elias Bareinboim OOD 97 5 0 30 Mar 2025
Achievable distributional robustness when the robust risk is only partially identified Julia Kostin Nicola Gnecco Fanny Yang 110 3 0 04 Feb 2025
SSL Framework for Causal Inconsistency between Structures and Representations Hang Chen Xinyu Yang Keqing Du Wenya Wang 77 2 0 03 Jan 2025
Invariant Subspace Decomposition Margherita Lazzaretto Jonas Peters Niklas Pfister 52 0 0 15 Apr 2024
Causality-oriented robustness: exploiting general noise interventions Xinwei Shen Peter Buhlmann Armeen Taeb OOD 92 8 0 18 Jul 2023
Fairness Violations and Mitigation under Covariate Shift Harvineet Singh Rina Singh Vishwali Mhasawade R. Chunara OOD 41 15 0 02 Nov 2019
Constraint-based Causal Discovery for Non-Linear Structural Causal Models with Cycles and Latent Confounders Patrick Forré Joris M. Mooij CML 45 56 0 09 Jul 2018
Ancestral Causal Inference Sara Magliacane Tom Claassen Joris M. Mooij CML 37 62 0 22 Jun 2016
Invariant Models for Causal Transfer Learning Mateo Rojas-Carulla Bernhard Schölkopf Richard Turner J. Peters OOD 43 23 0 19 Jul 2015
Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets Sofia Triantafillou Ioannis Tsamardinos CML 109 149 0 10 Mar 2014
A General Algorithm for Deciding Transportability of Experimental Results Elias Bareinboim Judea Pearl OT 72 203 0 29 Dec 2013
Cyclic Causal Discovery from Continuous Equilibrium Data Joris Mooij Tom Heskes 40 82 0 26 Sep 2013
Causal Discovery from Changes Jin Tian Judea Pearl CML 76 165 0 10 Jan 2013
On Causal and Anticausal Learning Bernhard Schölkopf Dominik Janzing J. Peters Eleni Sgouritsa Kun Zhang Joris Mooij CML 74 604 0 27 Jun 2012
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 274 796 0 19 Feb 2009