Dominik Janzing

Bernhard Schölkopf, Nikos K. Logothetis, Dominik Janzing, 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Proceedings of the UAI Workshop Causal Inference: Learning and Prediction

Joris M. Mooij, Tom Claassen, Dominik Janzing, 2014 .

Treating the Independent Set Problem by 2D Ising Interactions with Adiabatic Quantum Computing

Pawel Wocjan, Thomas Beth, Dominik Janzing, 2003, Quantum Inf. Process..

Justifying Additive Noise Model-Based Causal Discovery via Algorithmic Information Theory pdf

Dominik Janzing, Bastian Steudel, Bastian Steudel, 2009, Open Syst. Inf. Dyn..

Inferring Causal Directions by Evaluating the Complexity of Conditional Distributions

Bernhard Schölkopf, Dominik Janzing, Xiaohai Sun, 2006, NIPS 2006.

Guest editorial

Jörn Müller-Quade, Dominik Janzing, 2006, Informatik - Forschung und Entwicklung.

Causal Markov Condition for Submodular Information Measures

Bernhard Schölkopf, Dominik Janzing, Bastian Steudel, 2010, COLT.

Causal discovery with continuous additive noise models

Bernhard Schölkopf, Joris M. Mooij, Dominik Janzing, 2013, J. Mach. Learn. Res..

Causal Consistency of Structural Equation Models pdf

Bernhard Schölkopf, Joris M. Mooij, Moritz Grosse-Wentrup, 2017, UAI.

Kernel Methods for Detecting the Direction of Time Series

Bernhard Schölkopf, Arthur Gretton, Dominik Janzing, 2008, GfKl.

Elements of Causal Inference: Foundations and Learning Algorithms

Bernhard Schölkopf, Dominik Janzing, Jonas Peters, 2017 .

On Causal Discovery with Cyclic Additive Noise Models

Bernhard Schölkopf, Joris M. Mooij, Tom Heskes, 2011, NIPS.

A kernel-based causal learning algorithm

Bernhard Schölkopf, Kenji Fukumizu, Dominik Janzing, 2007, ICML '07.

Entropy of Entanglement

Dominik Janzing, D. Janzing, 2009, Compendium of Quantum Physics.

Detecting the direction of causal time series

Bernhard Schölkopf, Arthur Gretton, Dominik Janzing, 2009, ICML '09.

Reliable and Efficient Inference of Bayesian Networks from Sparse Data by Statistical Learning Theory

Dominik Janzing, Daniel Herrmann, D. Janzing, 2003, ArXiv.

Causality : Objectives and Assessment

Isabelle Guyon, Bernhard Schölkopf, Dominik Janzing, 2010 .

Regression by dependence minimization and its application to causal inference in additive noise models

Bernhard Schölkopf, Joris M. Mooij, Dominik Janzing, 2009, ICML '09.

Quasi-order of clocks and their synchronism and quantum bounds for copying timing information

Thomas Beth, Dominik Janzing, D. Janzing, 2003, IEEE Trans. Inf. Theory.

Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations

Dominik Janzing, Bernhard Scholkopf, Michel Besserve, 2021, CLeaR.

Why did the distribution change?

Kailash Budhathoki, Dominik Janzing, Patrick Bloebaum, 2021, AISTATS.

Causal Forecasting: Generalization Bounds for Autoregressive Models pdf

Dominik Janzing, Debarghya Ghoshdastidar, Lenon Minorics, 2021, ArXiv.

Obtaining Causal Information by Merging Datasets with MAXENT

Dominik Janzing, Elke Kirschbaum, Sergio Hernan Garrido Mejia, 2021 .

Causal version of Principle of Insufficient Reason and MaxEnt pdf

Dominik Janzing, D. Janzing, 2021, ArXiv.

A theory of independent mechanisms for extrapolation in generative models

Bernhard Schölkopf, Dominik Janzing, Rémy Sun, 2020, AAAI.

You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction pdf

Thomas Brox, Osama Makansi, Dominik Janzing, 2021, ICLR.

Causal versions of maximum entropy and principle of insufficient reason

Dominik Janzing, D. Janzing, 2021, Journal of Causal Inference.

Cooling and Low Energy State Preparation for 3-local Hamiltonians are FQMA-complete

Pawel Wocjan, Thomas Beth, Dominik Janzing, 2003 .

Complexity of inverting n-spin interactions: Arrow of time in quantum control

Pawel Wocjan, Thomas Beth, Dominik Janzing, 2001 .

On the Entropy Production of Time Series with Unidirectional Linearity

Dominik Janzing, D. Janzing, 2009, 0908.1861.

Are there quantum bounds on the recyclability of clock signals in low power computers

Thomas Beth, Dominik Janzing, 2002 .

Selection Criterion for Log-Linear Models Using Statistical Learning Theory

Dominik Janzing, Daniel Herrmann, 2003 .

Estimating Diagonal Entries of Powers of Sparse Symmetric Matrices is BQP-complete

Pawel Wocjan, Dominik Janzing, D. Janzing, 2006, quant-ph/0606229.

ON THE POTENTIAL INFLUENCE OF QUANTUM NOISE ON MEASURING EFFECTIVENESS IN CLINICAL TRIALS

Thomas Beth, Dominik Janzing, D. Janzing, 2006 .

Quantum broadcasting problem in classical low-power signal processing

Dominik Janzing, Bastian Steudel, 2007 .

Fragility of a class of highly entangled states with n qubits

Thomas Beth, Dominik Janzing, 2000 .

Quantum Thermodynamics with Missing Reference Frames: Decompositions of Free Energy Into Non-Increasing Components

Dominik Janzing, 2005 .

On causally asymmetric versions of Occam's Razor and their relation to thermodynamics

Dominik Janzing, D. Janzing, 2007, 0708.3411.

Synchronizing quantum clocks with classical one-way communication: Bounds on the generated entropy

Thomas Beth, Dominik Janzing, 2003 .

Bounds on the entropy generated when timing information is extracted from microscopic systems

Thomas Beth, Dominik Janzing, 2003 .

Thermodynamic limits of dynamic cooling.

Dominik Janzing, Armen E Allahverdyan, Karen V Hovhannisyan, 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.

Structural causal models for macro-variables in time-series

Dominik Janzing, Bernhard Scholkopf, Paul K. Rubenstein, 2018, 1804.03911.

Statistical Asymmetries Between Cause and Effect

Dominik Janzing, 2017 .

Thermodynamic efficiency of information and heat flow

Armen E. Allahverdyan, Dominik Janzing, D. Janzing, 2009, 0907.3320.

"Identity check" is QMA-complete

Pawel Wocjan, Thomas Beth, Dominik Janzing, 2003 .

Quantum control without access to the controlling interaction

Frederik Armknecht, Thomas Beth, Dominik Janzing, 2002 .