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Dominik Janzing

Amazon (United States) (per OpenAlex) · OpenAlex

24 papers in scope · 23 published · 1 on the econ.EM arXiv · 1,480 citations · h-index 14 (over the papers listed here)

Related authors

The 20 authors closest to this one in our weighted citation graph, most related first.

  1. Manuel Quintero
  2. Advik Shreekumar
  3. William Stephenson
  4. Tamara Broderick
  5. Emre Kıcıman
  6. Amit Sharma
  7. Victor Quintas-Martinez
  8. Siyi Luo
  9. Victor Chernozhukov
  10. Vasilis Syrgkanis
  11. Eduardo Santiago
  12. David Heckerman
  13. Jeff Mu
  14. Mohammad Taha Bahadori
  15. Iván Fernández-Val
  16. Whitney K. Newey
  17. Carlos Cinelli
  18. Ye Luo
  19. Christian Hansen
  20. Alexandre Belloni

Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md.

Papers

(1 of 24)

Toward Falsifying Causal Graphs Using a Permutation-Based Test
published2025 · Proceedings of the AAAI Conference on Artificial Intelligence · 7 citations · first circulated 2023
with Elias Eulig, Atalanti A. Mastakouri, Patrick Blöbaum, Michaela Hardt
working paper2024 · arXiv
A phenomenological account for causality in terms of elementary actions
published2024 · Journal of Causal Inference · 1 citations
with Sergio Hernan Garrido Mejia
A Theory of Independent Mechanisms for Extrapolation in Generative Models
published2021 · Proceedings of the AAAI Conference on Artificial Intelligence · 14 citations · first circulated 2020
with Michel Besserve, Rémy Sun, Bernhard Schölkopf
Causal versions of maximum entropy and principle of insufficient reason
published2021 · Journal of Causal Inference · 7 citations
Feature relevance quantification in explainable AI: A causal problem
published2019 · International Conference on Artificial Intelligence and Statistics · 156 citations
with Lenon Minorics, Patrick Blöbaum
Analysis of cause-effect inference by comparing regression errors
published2019 · PeerJ Computer Science · 47 citations · first circulated 2018
with Patrick Blöbaum, Takashi Washio, Shohei Shimizu, Bernhard Schölkopf
Tools for causal inference from cross-sectional innovation surveys with continuous or discrete variables: Theory and applications
published2018 · Cuadernos de Economía · 19 citations
with Alex Coad, Paul Nightingale
Detecting Confounding in Multivariate Linear Models via Spectral Analysis
published2017 · Journal of Causal Inference · 18 citations
with Bernhard Schölkopf, Bernhard Schoelkopf
Modeling confounding by half-sibling regression
published2016 · Proceedings of the National Academy of Sciences · 67 citations
with Bernhard Schölkopf, David W. Hogg, Dun Wang, Daniel Foreman-Mackey, Carl-Johann Simon-Gabriel, Jonas Peters
Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach
published2015 · NeuroImage · 45 citations
with Moritz Grosse-Wentrup, Markus Siegel, Bernhard Schölkopf
Causal discovery with continuous additive noise models
published2014 · Journal of Machine Learning Research · 284 citations · first circulated 2013
with Jonas Peters, Joris M. Mooij, Bernhard Schölkopf
Quantifying causal influences
published2013 · The Annals of Statistics
with David Balduzzi, Moritz Grosse-Wentrup, Bernhard Schölkopf
Quantifying Causual Influences
published2013 · The Annals of Statistics
with David Balduzzi, Moritz Grosse-Wentrup, Bernhard Schoelkopf
On causal and anticausal learning
published2012 · International Conference on Machine Learning · 232 citations
with Jonas Peters, Eleni Sgouritsa, Kun Zhang, Joris M. Mooij, Bernhard Sch lkopf, Bernhard Schoelkopf
Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery
published2012 · Uncertainty in Artificial Intelligence · 9 citations
with Kun Zhang, Bernhard Schoelkopf
Causal Inference on Discrete Data Using Additive Noise Models
published2011 · IEEE Transactions on Pattern Analysis and Machine Intelligence · 148 citations
Probabilistic latent variable models for distinguishing between cause and effect
published2010 · Neural Information Processing Systems · 95 citations
with Oliver Stegle, Kun Zhang, Joris M. Mooij, Bernhard Schölkopf
Causal Inference Using the Algorithmic Markov Condition
published2010 · IEEE Transactions on Information Theory · 228 citations · first circulated 2008
with Bernhard Schölkopf, Bernhard Schoelkopf
Causal reasoning by evaluating the complexity of conditional densities with kernel methods
published2008 · Neurocomputing · 28 citations
with Xiaohai Sun, Bernhard Schölkopf
Ergodic Quantum Computing
published2005 · Quantum Information Processing · 33 citations · first circulated 2004
with Paweł Wocjan
Treating the Independent Set Problem by 2D Ising Interactions with Adiabatic Quantum Computing
published2003 · Quantum Information Processing · 2 citations
with Paweł Wocjan, Thomas Beth
Algorithms for Quantum Systems — Quantum Algorithms
published2003 · Quantum Information Processing · 2 citations
with T. Beth, Markus Grassl, Martin Rötteler, Paweł Wocjan, Robert Zeier
Quasi-order of clocks and their synchronism and quantum bounds for copying timing information
published2003 · IEEE Transactions on Information Theory · 38 citations · first circulated 2001
with T. Beth, Thomas Beth

Assembled from arXiv and OpenAlex. Duplicate records for the same paper are merged, and the published version is shown where we could identify one. Corrections welcome.