Dominik Janzing

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All published works

Action	Title	Year	Authors
+ PDF Chat	Causal vs. Anticausal merging of predictors	2025	Sergio Hernan Garrido Mejia Patrick Blöbaum Bernhard Schölkopf Dominik Janzing
+ PDF Chat	Cross-validating causal discovery via Leave-One-Variable-Out	2024	Daniela Schkoda Philipp Faller Patrick Blöbaum Dominik Janzing
+ PDF Chat	Root Cause Analysis of Outliers with Missing Structural Knowledge	2024	Nastaran Okati Sergio Hernan Garrido Mejia William R. Orchard Patrick Blöbaum Dominik Janzing
+ PDF Chat	Multiply-Robust Causal Change Attribution	2024	Victor Quintas-Martinez Mohammad Taha Bahadori Eduardo Santiago Jeff Mu Dominik Janzing David Heckerman
+	Bounding probabilities of causation through the causal marginal problem	2023	Numair Sani Atalanti A. Mastakouri Dominik Janzing
+	Meaningful Causal Aggregation and Paradoxical Confounding	2023	Yuchen Zhu Kailash Budhathoki Jonas Kuebler Dominik Janzing
+	Causal Information Splitting: Engineering Proxy Features for Robustness to Distribution Shifts	2023	Bijan Mazaheri Atalanti A. Mastakouri Dominik Janzing Mila Hardt
+	Reinterpreting causal discovery as the task of predicting unobserved joint statistics	2023	Dominik Janzing Philipp M. Faller Leena Chennuru Vankadara
+	Toward Falsifying Causal Graphs Using a Permutation-Based Test	2023	Elias Eulig Atalanti A. Mastakouri Patrick Blöbaum Michaela Hardt Dominik Janzing
+	Self-Compatibility: Evaluating Causal Discovery without Ground Truth	2023	Philipp M. Faller Leena Chennuru Vankadara Atalanti A. Mastakouri Francesco Locatello Dominik Janzing
+	Assumption violations in causal discovery and the robustness of score matching	2023	Francesco Montagna Atalanti A. Mastakouri Elias Eulig Nicoletta Noceti Lorenzo Rosasco Dominik Janzing Bryon Aragam Francesco Locatello
+	Correcting Confounding via Random Selection of Background Variables	2022	You-Lin Chen Lenon Minorics Dominik Janzing
+	Score matching enables causal discovery of nonlinear additive noise models	2022	Paul Rolland Volkan Cevher Matthäus Kleindeßner Chris Russel Bernhard Schölkopf Dominik Janzing Francesco Locatello
+	Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies	2022	Lenon Minorics Caner Türkmen David Kernert Patrick Bloebaum Laurent Callot Dominik Janzing
+	Causal Inference Through the Structural Causal Marginal Problem	2022	Luigi Gresele Julius von Kügelgen Jonas M. Kübler Elke Kirschbaum Bernhard Schölkopf Dominik Janzing
+	DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal models	2022	Patrick Blöbaum Peter Götz Kailash Budhathoki Atalanti A. Mastakouri Dominik Janzing
+	Explaining the root causes of unit-level changes	2022	Kailash Budhathoki George Michailidis Dominik Janzing
+	Phenomenological Causality	2022	Dominik Janzing Sergio Hernan Garrido Mejia
+	Causal Forecasting: Generalization Bounds for Autoregressive Models.	2021	Leena Chennuru Vankadara Philipp M. Faller Lenon Minorics Debarghya Ghoshdastidar Dominik Janzing
+	You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction.	2021	Osama Makansi Julius von Kügelgen Francesco Locatello Peter Gehler Dominik Janzing Thomas Brox Bernhard Schölkopf
+	Obtaining Causal Information by Merging Datasets with MAXENT	2021	Sergio Hernan Garrido Mejia Elke Kirschbaum Dominik Janzing
+ PDF Chat	A Theory of Independent Mechanisms for Extrapolation in Generative Models	2021	Michel Besserve Rémy Sun Dominik Janzing Bernhard Schölkopf
+	Why did the distribution change	2021	Kailash Budhathoki Dominik Janzing Patrick Bloebaum Hoiyi Ng
+	Causal version of Principle of Insufficient Reason and MaxEnt.	2021	Dominik Janzing
+ PDF Chat	Causal versions of maximum entropy and principle of insufficient reason	2021	Dominik Janzing
+	Causal Forecasting:Generalization Bounds for Autoregressive Models	2021	Leena Chennuru Vankadara Philipp M. Faller Michaela Hardt Lenon Minorics Debarghya Ghoshdastidar Dominik Janzing
+	You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction	2021	Osama Makansi Julius von Kügelgen Francesco Locatello Peter Gehler Dominik Janzing Thomas Brox Bernhard Schölkopf
+	Obtaining Causal Information by Merging Datasets with MAXENT	2021	Sergio Hernan Garrido Mejia Elke Kirschbaum Dominik Janzing
+	Why did the distribution change?	2021	Kailash Budhathoki Dominik Janzing Patrick Bloebaum Hoiyi Ng
+	Causal versions of Maximum Entropy and Principle of Insufficient Reason	2021	Dominik Janzing
+	Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations	2021	Michel Besserve Naji Shajarisales Dominik Janzing Bernhard Schölkopf
+	Quantifying causal contribution via structure preserving interventions.	2020	Dominik Janzing Patrick Blöbaum Lenon Minorics
+	Quantifying intrinsic causal contributions via structure preserving interventions	2020	Dominik Janzing Patrick Blöbaum Lenon Minorics Philipp Faller Atalanti A. Mastakouri
+	A Theory of Independent Mechanisms for Extrapolation in Generative Models	2020	Michel Besserve Rémy Sun Dominik Janzing Bernhard Schölkopf
+	Necessary and sufficient conditions for causal feature selection in time series with latent common causes	2020	Atalanti A. Mastakouri Bernhard Schölkopf Dominik Janzing
+	Quantifying intrinsic causal contributions via structure preserving interventions	2020	Dominik Janzing Patrick Blöbaum Lenon Minorics Philipp Faller Atalanti A. Mastakouri
+	A theory of independent mechanisms for extrapolation in generative models	2020	Michel Besserve Rémy Sun Dominik Janzing Bernhard Schölkopf
+	Causal Regularization	2019	Dominik Janzing
+ PDF Chat	Analysis of cause-effect inference by comparing regression errors	2019	Patrick Blöbaum Dominik Janzing Takashi Washio Shohei Shimizu Bernhard Schölkopf
+	Causal Regularization	2019	Dominik Janzing
+	Feature relevance quantification in explainable AI: A causal problem	2019	Dominik Janzing Lenon Minorics Patrick Blöbaum
+	Causal structure based root cause analysis of outliers	2019	Dominik Janzing Kailash Budhathoki Lenon Minorics Patrick Blöbaum
+	Causal Regularization	2019	Dominik Janzing
+ PDF Chat	Does Universal Controllability of Physical Systems Prohibit Thermodynamic Cycles?	2018	Dominik Janzing Paweł Wocjan
+	Detecting non-causal artifacts in multivariate linear regression models	2018	Dominik Janzing Bernhard Schölkopf
+	Structural causal models for macro-variables in time-series	2018	Dominik Janzing Paul K. Rubenstein Bernhard Schölkopf
+	Merging joint distributions via causal model classes with low VC dimension	2018	Dominik Janzing
+	Cause-Effect Inference by Comparing Regression Errors	2018	Patrick Blöbaum Dominik Janzing Takashi Washio Shohei Shimizu Bernhard Schölkopf
+	Detecting non-causal artifacts in multivariate linear regression models	2018	Dominik Janzing Bernhard Schoelkopf
+	Analysis of Cause-Effect Inference via Regression Errors.	2018	Patrick Blöbaum Dominik Janzing Takashi Washio Shohei Shimizu Bernhard Schölkopf
+	Simple negative result for physically universal controllers with macroscopic interface	2018	Dominik Janzing
+	Structural causal models for macro-variables in time-series	2018	Dominik Janzing Paul K. Rubenstein Bernhard Schölkopf
+	Merging joint distributions via causal model classes with low VC dimension	2018	Dominik Janzing
+	Detecting non-causal artifacts in multivariate linear regression models	2018	Dominik Janzing Bernhard Schoelkopf
+ PDF Chat	Detecting Confounding in Multivariate Linear Models via Spectral Analysis	2017	Dominik Janzing Bernhard Schölkopf
+	A central limit like theorem for Fourier sums	2017	Dominik Janzing Naji Shajarisales Michel Besserve
+	Avoiding Discrimination through Causal Reasoning	2017	Niki Kilbertus Mateo Rojas-Carulla Giambattista Parascandolo Moritz Hardt Dominik Janzing Bernhard Schölkopf
+	Detecting confounding in multivariate linear models via spectral analysis	2017	Dominik Janzing Bernhard Schoelkopf
+	Are there thermodynamic cycles on the microscopic scale	2017	Dominik Janzing
+	Causal Consistency of Structural Equation Models	2017	Paul K. Rubenstein Sebastian Weichwald Stephan Bongers Joris M. Mooij Dominik Janzing Moritz Grosse‐Wentrup Bernhard Schölkopf
+	Group invariance principles for causal generative models	2017	Michel Besserve Naji Shajarisales Bernhard Schölkopf Dominik Janzing
+	Avoiding Discrimination through Causal Reasoning	2017	Niki Kilbertus Mateo Rojas-Carulla Giambattista Parascandolo Moritz Hardt Dominik Janzing Bernhard Schölkopf
+	A central limit like theorem for Fourier sums	2017	Dominik Janzing Naji Shajarisales Michel Besserve
+	Detecting confounding in multivariate linear models via spectral analysis	2017	Dominik Janzing Bernhard Schoelkopf
+ PDF Chat	Algorithmic independence of initial condition and dynamical law in thermodynamics and causal inference	2016	Dominik Janzing Rafael Chaves Bernhard Schölkopf
+ PDF Chat	Modeling confounding by half-sibling regression	2016	Bernhard Schölkopf David W. Hogg Dun Wang Daniel Foreman-Mackey Dominik Janzing Carl-Johann Simon-Gabriel Jonas Peters
+	Distinguishing cause from effect using observational data: methods and benchmarks	2016	Joris M. Mooij Jonas Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf
+	Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach	2015	Moritz Grosse‐Wentrup Dominik Janzing Markus Siegel Bernhard Schölkopf
+	Removing systematic errors for exoplanet search via latent causes	2015	Bernhard Schölkopf David W. Hogg Dun Wang Daniel Foreman-Mackey Dominik Janzing Carl-Johann Simon-Gabriel Jonas Peters
+ PDF Chat	A quantum advantage for inferring causal structure	2015	Katja Ried Megan Agnew L. Vermeyden Dominik Janzing Robert W. Spekkens Kevin J. Resch
+	Telling cause from effect in deterministic linear dynamical systems	2015	Naji Shajarisales Dominik Janzing Bernhard Shoelkopf Michel Besserve
+	Removing systematic errors for exoplanet search via latent causes	2015	Bernhard Sch lkopf David W. Hogg Dun Wang Daniel Foreman-Mackey Dominik Janzing Carl-Johann Simon-Gabriel Jonas Peters
+	Causal Inference by Identification of Vector Autoregressive Processes with Hidden Components	2014	Philipp Geiger Kun Zhang Mingming Gong Dominik Janzing Bernhard Schölkopf
+	Estimating causal effects by bounding confounding	2014	Philipp Geiger Dominik Janzing Bernhard Schölkopf
+	Consistency of Causal Inference under the Additive Noise Model	2014	Samory Kpotufe Eleni Sgouritsa Dominik Janzing Bernhard Schoelkopf
+	Inferring latent structures via information inequalities	2014	Rafael Chaves Lukas Luft T. O. Maciel David Groß Dominik Janzing Bernhard Schölkopf
+	Causal Inference by Identification of Vector Autoregressive Processes with Hidden Components	2014	Philipp Geiger Kun Zhang Bernhard Schoelkopf Mingming Gong Dominik Janzing
+	Causal discovery with continuous additive noise models	2014	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schölkopf
+	UAI 2014 Workshop Causal Inference: Learning and Prediction	2014	Joris M. Mooij Dominik Janzing Jonas Peters Tom Claassen Antti Hyttinen
+	Distinguishing cause from effect using observational data: methods and benchmarks	2014	Joris M. Mooij Jonas Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf
+	Justifying Information-Geometric Causal Inference	2014	Dominik Janzing Bastian Steudel Naji Shajarisales Bernhard Schölkopf
+	Causal Inference on Time Series using Restricted Structural Equation Models	2013	Jonas Peters Dominik Janzing Bernhard Schölkopf
+	Quantifying causal influences	2013	Dominik Janzing David Balduzzi Moritz Grosse‐Wentrup Bernhard Schölkopf
+	Causal Discovery with Continuous Additive Noise Models	2013	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schölkopf
+	Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders	2013	Eleni Sgouritsa Dominik Janzing Jonas Peters Bernhard Schoelkopf
+	Identifying finite mixtures of nonparametric product distributions and causal inference of confounders	2013	Eleni Sgouritsa Dominik Janzing Jonas Peters Bernhard Schölkopf
+	From Ordinary Differential Equations to Structural Causal Models: the deterministic case	2013	Joris M. Mooij Dominik Janzing Bernhard Schölkopf
+	Consistency of Causal Inference under the Additive Noise Model	2013	Samory Kpotufe Eleni Sgouritsa Dominik Janzing Bernhard Schölkopf
+	Causal Discovery with Continuous Additive Noise Models	2013	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schölkopf
+	Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders	2013	Eleni Sgouritsa Dominik Janzing Jonas Peters Bernhard Schoelkopf
+	Causal Inference on Time Series using Structural Equation Models	2012	Jonas Peters Dominik Janzing Bernhard Schölkopf
+	On Causal and Anticausal Learning	2012	Bernhard Schoelkopf Dominik Janzing Jonas Peters Eleni Sgouritsa Kun Zhang Joris M. Mooij
+	Identifying confounders using additive noise models	2012	Dominik Janzing Jonas Peters Joris M. Mooij Bernhard Schoelkopf
+	Inferring deterministic causal relations	2012	Povilas Daniušis Dominik Janzing Joris M. Mooij Jakob Zscheischler Bastian Steudel Kun Zhang Bernhard Schoelkopf
+	Identifiability of Causal Graphs using Functional Models	2012	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schoelkopf
+	Kernel-based Conditional Independence Test and Application in Causal Discovery	2012	Kun Zhang Jonas Peters Dominik Janzing Bernhard Schoelkopf
+	Testing whether linear equations are causal: A free probability theory approach	2012	Jakob Zscheischler Dominik Janzing Kun Zhang
+	Detecting low-complexity unobserved causes	2012	Dominik Janzing Eleni Sgouritsa Oliver Stegle Jonas Peters Bernhard Schoelkopf
+	Testing whether linear equations are causal: A free probability theory approach	2012	Jakob Zscheischler Dominik Janzing Kun Zhang
+	Kernel-based Conditional Independence Test and Application in Causal Discovery	2012	Kun Zhang Jonas Peters Dominik Janzing Bernhard Schölkopf
+	Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery	2012	Kun Zhang Bernhard Schoelkopf Dominik Janzing
+	On Causal and Anticausal Learning	2012	Bernhard Schoelkopf Dominik Janzing Jonas Peters Eleni Sgouritsa Kun Zhang Joris M. Mooij
+	Detecting low-complexity unobserved causes	2012	Dominik Janzing Eleni Sgouritsa Oliver Stegle Jonas Peters Bernhard Schoelkopf
+	Identifying confounders using additive noise models	2012	Dominik Janzing Jonas Peters Joris M. Mooij Bernhard Schoelkopf
+	Inferring deterministic causal relations	2012	Povilas Daniušis Dominik Janzing Joris M. Mooij Jakob Zscheischler Bastian Steudel Kun Zhang Bernhard Schoelkopf
+	Identifiability of Causal Graphs using Functional Models	2012	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schoelkopf
+	Causal Inference on Time Series using Structural Equation Models	2012	Jonas Peters Dominik Janzing Bernhard Schölkopf
+ PDF Chat	Thermodynamic limits of dynamic cooling	2011	A. E. Allahverdyan Karen V. Hovhannisyan Dominik Janzing G. Mahler
+	Identifiability of causal graphs using functional Models	2011	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schölkopf
+ PDF Chat	Causal Inference on Discrete Data Using Additive Noise Models	2011	Jonas Peters Dominik Janzing Bernhard Schölkopf
+	Robust Learning via Cause-Effect Models	2011	Bernhard Schölkopf Dominik Janzing Jonas Peters Kun Zhang
+ PDF Chat	Causal Inference Using the Algorithmic Markov Condition	2010	Dominik Janzing Bernhard Schölkopf
+ PDF Chat	Justifying Additive Noise Model-Based Causal Discovery via Algorithmic Information Theory	2010	Dominik Janzing Bastian Steudel
+	Identifying Cause and Effect on Discrete Data using Additive Noise Models	2010	Jonas Peters Dominik Janzing Bernhard Schölkopf
+	Causal Markov condition for submodular information measures	2010	Bastian Steudel Dominik Janzing Bernhard Schoelkopf
+	Is there a physically universal cellular automaton or Hamiltonian?	2010	Dominik Janzing
+	Causal Markov condition for submodular information measures	2010	Bastian Steudel Dominik Janzing Bernhard Schoelkopf
+ PDF Chat	On the Entropy Production of Time Series with Unidirectional Linearity	2009	Dominik Janzing
+ PDF Chat	Thermodynamic efficiency of information and heat flow	2009	A. E. Allahverdyan Dominik Janzing G. Mahler
+	Identifying confounders using additive noise models	2009	Dominik Janzing Jonas Peters Joris M. Mooij Bernhard Schölkopf
+	Regression by dependence minimization and its application to causal inference in additive noise models	2009	Joris M. Mooij Dominik Janzing Jonas Peters Bernhard Schölkopf
+	Distinguishing Cause and Effect via Second Order Exponential Models	2009	Dominik Janzing Xiaohai Sun Bernhard Schoelkopf
+	Telling cause from effect based on high-dimensional observations	2009	Dominik Janzing Patrik O. Hoyer Bernhard Schoelkopf
+	Justifying additive-noise-model based causal discovery via algorithmic information theory	2009	Dominik Janzing Bastian Steudel
+ PDF Chat	A single-shot measurement of the energy of product states in a translation invariant spin chain can replace any quantum computation	2008	Dominik Janzing Paweł Wocjan Shengyu Zhang
+ PDF Chat	Relating the thermodynamic arrow of time to the causal arrow	2008	A. E. Allahverdyan Dominik Janzing
+ PDF Chat	How much is a quantum controller controlled by the controlled system?	2008	Dominik Janzing Thomas Decker
+	Causal inference using the algorithmic Markov condition	2008	Dominik Janzing Bernhard Schoelkopf
+	Distinguishing Between Cause and Effect via Kernel-Based Complexity Measures for Conditional Distributions	2007	Xiaohai Sun Dominik Janzing Bernhard Schölkopf
+ PDF Chat	Quantum broadcasting problem in classical low-power signal processing	2007	Dominik Janzing Bastian Steudel
+	Implementation Complexity of Physical Processes as a Natural Extension of Computational Complexity	2007	Dominik Janzing
+ PDF Chat	Spin-<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:mn>1</mml:mn><mml:mo>∕</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math>particles moving on a two-dimensional lattice with nearest-neighbor interactions can realize an autonomous quantum computer	2007	Dominik Janzing
+	On causally asymmetric versions of Occam's Razor and their relation to thermodynamics	2007	Dominik Janzing
+	How much is a quantum controller controlled by the controlled system?	2007	Dominik Janzing Thomas Decker
+	A PromiseBQP-complete String Rewriting Problem	2007	Dominik Janzing Paweł Wocjan
+ PDF Chat	Quantum Thermodynamics with Missing Reference Frames: Decompositions of Free Energy Into Non-Increasing Components	2006	Dominik Janzing
+ PDF Chat	Minimally disturbing Heisenberg–Weyl symmetric measurements using hard-core collisions of Schrödinger particles	2006	Dominik Janzing Thomas Decker
+ PDF Chat	Entanglement generation via scattering of two particles with hard-core repulsion	2006	Frank Schmüser Dominik Janzing
+ PDF Chat	On the Computational Power of Molecular Heat Engines	2006	Dominik Janzing
+	Estimating diagonal entries of powers of sparse symmetric matrices is BQP-complete	2006	Dominik Janzing Paweł Wocjan
+	BQP-complete Problems Concerning Mixing Properties of Classical Random Walks on Sparse Graphs	2006	Dominik Janzing Paweł Wocjan
+	Causal Inference by Choosing Graphs with Most Plausible Markov Kernels	2006	Xiaohai Sun Dominik Janzing Bernhard Schölkopf
+ PDF Chat	Decomposition of time-covariant operations on quantum systems with continuous and∕or discrete energy spectrum	2005	Dominik Janzing
+ PDF Chat	Quantum analog-to-digital and digital-to-analog conversion	2005	Frank Schmüser Dominik Janzing
+	Minimal disturbing implementation of symmetric generalized measurements for quantum registers and Schroedinger waves	2005	Thomas Decker Dominik Janzing
+ PDF Chat	Ergodic Quantum Computing	2005	Dominik Janzing Paweł Wocjan
+ PDF Chat	Implementation of group-covariant positive operator valued measures by orthogonal measurements	2004	Thomas Decker Dominik Janzing Martin Rötteler
+ PDF Chat	QUANTUM CIRCUITS FOR SINGLE-QUBIT MEASUREMENTS CORRESPONDING TO PLATONIC SOLIDS	2004	Thomas Decker Dominik Janzing Thomas Beth
+	Measuring 4-local n-qubit observables could probablistically solve PSPACE	2004	Paweł Wocjan Dominik Janzing Thomas Decker Thomas Beth
+	Ergodic quantum computing	2004	Dominik Janzing Paweł Wocjan
+ PDF Chat	Treating the Independent Set Problem by 2D Ising Interactions with Adiabatic Quantum Computing	2003	Paweł Wocjan Dominik Janzing Thomas Beth
+	"Identity check" is QMA-complete	2003	Dominik Janzing Paweł Wocjan Thomas Beth
+ PDF Chat	Performing joint measurements and transformations on several qubits by operating on a single “control” qubit	2003	Dominik Janzing Thomas Decker Thomas Beth
+	Selection Criterion for Log-Linear Models Using Statistical Learning Theory	2003	Daniel Herrmann Dominik Janzing
+	Synchronizing quantum clocks with classical one-way communication: Bounds on the generated entropy	2003	Dominik Janzing Thomas Beth
+	Cooling and Low Energy State Preparation for 3-local Hamiltonians are FQMA-complete	2003	Dominik Janzing Paweł Wocjan Thomas Beth
+	Bounds on the entropy generated when timing information is extracted from microscopic systems	2003	Dominik Janzing Thomas Beth
+	Reliable and Efficient Inference of Bayesian Networks from Sparse Data by Statistical Learning Theory	2003	Dominik Janzing Daniel Herrmann
+	Two QCMA-complete problems	2003	Paweł Wocjan Dominik Janzing Thomas Beth
+	Quantum circuits for single-qubit measurements corresponding to platonic solids	2003	Thomas Decker Dominik Janzing Thomas Beth
+	Measuring 4-local n-qubit observables could probabilistically solve PSPACE	2003	Paweł Wocjan Dominik Janzing Thomas Decker Thomas Beth
+	Treating the Independent Set Problem by 2D Ising Interactions with Adiabatic Quantum Computing	2003	Paweł Wocjan Dominik Janzing Thomas Beth
+	Identity check is QMA-complete	2003	Dominik Janzing Paweł Wocjan Thomas Beth
+ PDF Chat	Complexity of decoupling and time reversal for<i>n</i>spins with pair interactions: Arrow of time in quantum control	2002	Dominik Janzing Paweł Wocjan Thomas Beth
+ PDF Chat	Simulating Hamiltonians in quantum networks: Efficient schemes and complexity bounds	2002	Paweł Wocjan Martin Rötteler Dominik Janzing Thomas Beth
+ PDF Chat	Simulating arbitrary pair-interactions by a given Hamiltonian: graph-theoretical bounds on the time-complexity	2002	Paweł Wocjan Dominik Janzing T. Beth
+ PDF Chat	Universal simulation of Hamiltonians using a finite set of control operations	2002	Paweł Wocjan Martin Rötteler Dominik Janzing T. Beth
+ PDF Chat	Quantum control without access to the controlling interaction	2002	Dominik Janzing Frederik Armknecht R. Zeier T. Beth
+ PDF Chat	Distinguishing<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>n</mml:mi></mml:math>Hamiltonians on<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msup><mml:mrow><mml:mi>C</mml:mi></mml:mrow><mml:mrow><mml:mi /><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math>by a single measurement	2002	Dominik Janzing T. Beth
+	Quantum noise influencing human behaviour could fake effectiveness of drugs in clinical trials	2002	Dominik Janzing Thomas Beth
+	Are there quantum bounds on the recyclability of clock signals in low power computers?	2002	Dominik Janzing Thomas Beth
+	Bounds on the number of time steps for simulating arbitrary interaction graphs	2002	Dominik Janzing Thomas Beth
+	Required sample size for learning sparse Bayesian networks with many variables	2002	Paweł Wocjan Dominik Janzing Thomas Beth
+ PDF Chat	Complexity measure for continuous-time quantum algorithms	2001	Dominik Janzing T. Beth
+	Complexity of inverting n-spin interactions: Arrow of time in quantum control	2001	Dominik Janzing Paweł Wocjan Thomas Beth
+	Lower Bound on the Chromatic Number by Spectra of Weighted Adjacency Matrices	2001	Paweł Wocjan Dominik Janzing Thomas Beth
+	Quantum algorithm for finding periodicities in the spectrum of a black-box Hamiltonian or unitary transformation	2001	Dominik Janzing Thomas Beth
+	Quantum algorithm for measuring the energy of n qubits with unknown pair-interactions	2001	Dominik Janzing
+	Simulating Arbitrary Pair-Interactions by a Given Hamiltonian: Graph-Theoretical Bounds on the Time Complexity	2001	Paweł Wocjan Dominik Janzing T. Beth
+	Quasi-order of clocks and synchronism and quantum bounds for copying timing information	2001	Dominik Janzing Thomas Beth
+	On Using Quantum Protocols to Detect Traffic Analysis	2001	Rainer Steinwandt Dominik Janzing Thomas Beth
+	Universal Simulation of Hamiltonians Using a Finite Set of Control Operations	2001	Paweł Wocjan Martin Roetteler Dominik Janzing Thomas Beth
+ PDF Chat	Fragility of a class of highly entangled states with<b><i>n</i></b>qubits	2000	Dominik Janzing T. Beth
+	Remark on multi-particle observables and entangled states with constant complexity	2000	Dominik Janzing Thomas Beth
+	The thermodynamic cost of reliability and low temperatures: Tightening Landauer's principle and the Second Law	2000	Dominik Janzing Paweł Wocjan Robert Zeier Rubino Geiß Thomas Beth

Common Coauthors

Coauthor	Papers Together
Bernhard Schölkopf	51
Jonas Peters	31
Thomas Beth	27
Paweł Wocjan	25
Bernhard Schoelkopf	25
Joris M. Mooij	19
Patrick Blöbaum	13
Thomas Decker	10
Atalanti A. Mastakouri	9
Eleni Sgouritsa	9
Lenon Minorics	9
Michel Besserve	8
T. Beth	7
Kun Zhang	7
Naji Shajarisales	6
Jakob Zscheischler	6
Kailash Budhathoki	6
Francesco Locatello	5
Bastian Steudel	5
Sergio Hernan Garrido Mejia	5
Philipp M. Faller	4
Leena Chennuru Vankadara	4
Paul K. Rubenstein	3
David W. Hogg	3
Elke Kirschbaum	3
Julius von Kügelgen	3
Daniel Foreman-Mackey	3
Bastian Steudel	3
Moritz Grosse‐Wentrup	3
Rémy Sun	3
Philipp Geiger	3
Shohei Shimizu	3
Martin Rötteler	3
Philipp Faller	3
Xiaohai Sun	3
A. E. Allahverdyan	3
Patrick Bloebaum	3
Takashi Washio	3
Mateo Rojas-Carulla	2
Michaela Hardt	2
Daniel Herrmann	2
G. Mahler	2
Samory Kpotufe	2
Oliver Stegle	2
Hoiyi Ng	2
Thomas Brox	2
Niki Kilbertus	2
Rafael Chaves	2
Moritz Hardt	2
Carl-Johann Simon-Gabriel	2

Commonly Cited References

Action	Title	Year	Authors	# of times referenced
+	Causal Inference Using Nonnormality	2004	Yutaka Kano Shohei Shimizu	24
+ PDF Chat	Causal Inference Using the Algorithmic Markov Condition	2010	Dominik Janzing Bernhard Schölkopf	22
+	Causal Inference by Choosing Graphs with Most Plausible Markov Kernels	2006	Xiaohai Sun Dominik Janzing Bernhard Schölkopf	17
+	On the Identifiability of the Post-Nonlinear Causal Model	2012	Kun Zhang Aapo Hyvärinen	12
+ PDF Chat	Causal Inference on Discrete Data Using Additive Noise Models	2011	Jonas Peters Dominik Janzing Bernhard Schölkopf	12
+	Kernel Measures of Conditional Dependence	2007	Kenji Fukumizu Arthur Gretton Xiaohai Sun Bernhard Schölkopf	12
+	Distinguishing cause from effect using observational data: methods and benchmarks	2016	Joris M. Mooij Jonas Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf	12
+	Identifying confounders using additive noise models	2009	Dominik Janzing Jonas Peters Joris M. Mooij Bernhard Schölkopf	11
+ PDF Chat	Ergodic Quantum Computing	2005	Dominik Janzing Paweł Wocjan	10
+	C*–Algebras and Operator Theory	1990	Gerard J. Murphy	10
+ PDF Chat	Justifying Additive Noise Model-Based Causal Discovery via Algorithmic Information Theory	2010	Dominik Janzing Bastian Steudel	9
+	Regression by dependence minimization and its application to causal inference in additive noise models	2009	Joris M. Mooij Dominik Janzing Jonas Peters Bernhard Schölkopf	9
+	On Causal and Anticausal Learning	2012	Bernhard Schoelkopf Dominik Janzing Jonas Peters Eleni Sgouritsa Kun Zhang Joris M. Mooij	9
+	Are there quantum bounds on the recyclability of clock signals in low power computers?	2002	Dominik Janzing Thomas Beth	8
+ PDF Chat	Quantum algorithms revisited	1998	Richard Cleve Artur Ekert Chiara Macchiavello Michele Mosca	8
+	Causal discovery with continuous additive noise models	2014	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schölkopf	8
+ PDF Chat	Efficient implementation of coupled logic gates for quantum computation	2000	Debbie Leung Isaac L. Chuang Fumiko Yamaguchi Y. Yamamoto	7
+	Testing conditional independence for continuous random variables	2004	Wicher Bergsma	7
+	Quantum computing via measurements only	2000	Robert Raussendorf Hans J. Briegel	7
+ PDF Chat	Universal quantum computation and simulation using any entangling Hamiltonian and local unitaries	2002	Jennifer L. Dodd Michael A. Nielsen Michael J. Bremner Robert Thew	7
+	Interventions and Causal Inference	2007	Frederick Eberhardt Richard Scheines	7
+ PDF Chat	Optimal simulation of two-qubit Hamiltonians using general local operations	2002	C. H. Bennett J. I. Cirac Matthew Leifer Debbie Leung Noah Linden Sandu Popescu Guifré Vidal	7
+	Strong completeness and faithfulness in Bayesian networks	1995	Christopher Meek	7
+ PDF Chat	Simulating arbitrary pair-interactions by a given Hamiltonian: graph-theoretical bounds on the time-complexity	2002	Paweł Wocjan Dominik Janzing T. Beth	7
+	CAM: Causal additive models, high-dimensional order search and penalized regression	2014	Peter Bühlmann Jonas Peters Jan Ernest	6
+	Causal inference using the algorithmic Markov condition	2008	Dominik Janzing Bernhard Schoelkopf	6
+ PDF Chat	Algorithmic statistics	2017	Alexander Shen Vladimir Uspensky Nikolay Vereshchagin	6
+	Kernel Methods for Measuring Independence	2005	Arthur Gretton Ralf Herbrich Alexander J. Smola Olivier Bousquet Bernhard Schölkopf	6
+	An Introduction to Kolmogorov Complexity and Its Applications	2019	Ming Li Paul Vitányi	6
+ PDF Chat	Spin-<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:mn>1</mml:mn><mml:mo>∕</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math>particles moving on a two-dimensional lattice with nearest-neighbor interactions can realize an autonomous quantum computer	2007	Dominik Janzing	6
+	Kernel-based Conditional Independence Test and Application in Causal Discovery	2012	Kun Zhang Jonas Peters Dominik Janzing Bernhard Schölkopf	6
+ PDF Chat	Time optimal control in spin systems	2001	Navin Khaneja Roger W. Brockett Steffen J. Glaser	6
+	Synchronizing quantum clocks with classical one-way communication: Bounds on the generated entropy	2003	Dominik Janzing Thomas Beth	6
+ PDF Chat	Simulating Hamiltonians in quantum networks: Efficient schemes and complexity bounds	2002	Paweł Wocjan Martin Rötteler Dominik Janzing Thomas Beth	6
+	Testing whether linear equations are causal: A free probability theory approach	2012	Jakob Zscheischler Dominik Janzing Kun Zhang	6
+	Geometry of the faithfulness assumption in causal inference	2013	Caroline Uhler Garvesh Raskutti Peter Bühlmann Bin Yu	6
+	Distinguishing Cause and Effect via Second Order Exponential Models	2009	Dominik Janzing Xiaohai Sun Bernhard Schoelkopf	6
+ PDF Chat	Telling Cause from Effect Using MDL-Based Local and Global Regression	2017	Alexander Marx Jilles Vreeken	5
+	Quantifying causal influences	2013	Dominik Janzing David Balduzzi Moritz Grosse‐Wentrup Bernhard Schölkopf	5
+	Conditional Independence in Statistical Theory	1979	A. P. Dawid	5
+ PDF Chat	On the Computational Power of Molecular Heat Engines	2006	Dominik Janzing	5
+ PDF Chat	Relating the thermodynamic arrow of time to the causal arrow	2008	A. E. Allahverdyan Dominik Janzing	5
+ PDF Chat	Dynamical Decoupling of Open Quantum Systems	1999	Lorenza Viola Emanuel Knill Seth Lloyd	5
+	Identifiability of causal graphs using functional Models	2011	Jonas Peters Joris M. Mooij Dominik Janzing Bernhard Schölkopf	5
+	On causally asymmetric versions of Occam's Razor and their relation to thermodynamics	2007	Dominik Janzing	5
+	3-Local Hamiltonian is QMA-complete	2003	Julia Kempe Oded Regev	5
+ PDF Chat	Quantum control without access to the controlling interaction	2002	Dominik Janzing Frederik Armknecht R. Zeier T. Beth	5
+	The Minimum Description Length Principle	2007	Peter D. Grünwald	5
+	Several natural BQP-Complete problems	2006	Paweł Wocjan Shengyu Zhang	5
+ PDF Chat	Complexity measure for continuous-time quantum algorithms	2001	Dominik Janzing T. Beth	4