Publications (87)
Algorithmic independence of initial condition and dynamical law in thermodynamics and causal inference
Dominik Janzing, Rafael Chaves, Bernhard Schoelkopf
Remark on multi-particle observables and entangled states with constant complexity
Dominik Janzing, Thomas Beth
Structural causal models for macro-variables in time-series
Dominik Janzing, Paul Rubenstein, Bernhard Schölkopf
Thermodynamic efficiency of information and heat flow
Armen E. Allahverdyan, Dominik Janzing, Guenter Mahler
Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders
Eleni Sgouritsa, Dominik Janzing, Jonas Peters +1
Detecting confounding in multivariate linear models via spectral analysis
Dominik Janzing, Bernhard Schoelkopf
Quantum algorithm for finding periodicities in the spectrum of a black-box Hamiltonian or unitary transformation
Dominik Janzing, Thomas Beth
Fragility of a class of highly entangled states of many quantum-bits
Dominik Janzing, Thomas Beth
Bounds on the number of time steps for simulating arbitrary interaction graphs
Dominik Janzing, Pawel Wocjan, Thomas Beth
Complexity of decoupling and time-reversal for n spins with pair-interactions: Arrow of time in quantum control
Dominik Janzing, Pawel Wocjan, Thomas Beth
A Complexity Measure for Continuous Time Quantum Algorithms
Dominik Janzing, Thomas Beth
Distinguishing Cause and Effect via Second Order Exponential Models
Dominik Janzing, Xiaohai Sun, Bernhard Schoelkopf
On Quantum A/D and D/A Conversion
Frank Schmuser, Dominik Janzing
Is there a physically universal cellular automaton or Hamiltonian?
Dominik Janzing
Causal Markov condition for submodular information measures
Bastian Steudel, Dominik Janzing, Bernhard Schoelkopf
Relating the thermodynamic arrow of time to the causal arrow
Armen E. Allahverdyan, Dominik Janzing
The thermodynamic cost of reliability and low temperatures: Tightening Landauer's principle and the Second Law
Dominik Janzing, Pawel Wocjan, Robert Zeier +2
Quantum circuits for single-qubit measurements corresponding to platonic solids
Thomas Decker, Dominik Janzing, Thomas Beth
Entanglement generation via scattering of two particles with hard-core repulsion
Frank Schmüser, Dominik Janzing
Quantum noise influencing human behaviour could fake effectiveness of drugs in clinical trials
Dominik Janzing, Thomas Beth
Robust Learning via Cause-Effect Models
Bernhard Schölkopf, Dominik Janzing, Jonas Peters +1
Reliable and Efficient Inference of Bayesian Networks from Sparse Data by Statistical Learning Theory
Dominik Janzing, Daniel Herrmann
Detecting non-causal artifacts in multivariate linear regression models
Dominik Janzing, Bernhard Schoelkopf
Quantum algorithm for measuring the energy of n qubits with unknown pair-interactions
Dominik Janzing
Removing systematic errors for exoplanet search via latent causes
Bernhard Schölkopf, David W. Hogg, Dun Wang +4
How much is a quantum controller controlled by the controlled system?
Dominik Janzing, Thomas Decker
Identity check is QMA-complete
Dominik Janzing, Pawel Wocjan, Thomas Beth
Quantifying causal influences
Dominik Janzing, David Balduzzi, Moritz Grosse-Wentrup +1
Are there quantum bounds on the recyclability of clock signals in low power computers?
Dominik Janzing, Thomas Beth
Performing joint measurements and transformations on several qubits by operating on a single control qubit
Dominik Janzing, Thomas Decker, Thomas Beth
Causal Inference on Time Series using Structural Equation Models
Jonas Peters, Dominik Janzing, Bernhard Schölkopf
Avoiding Discrimination through Causal Reasoning
Niki Kilbertus, Mateo Rojas-Carulla, Giambattista Parascandolo +3
On causally asymmetric versions of Occam's Razor and their relation to thermodynamics
Dominik Janzing
A PromiseBQP-complete String Rewriting Problem
Dominik Janzing, Pawel Wocjan
Causal inference using the algorithmic Markov condition
Dominik Janzing, Bernhard Schoelkopf
Detecting low-complexity unobserved causes
Dominik Janzing, Eleni Sgouritsa, Oliver Stegle +2
Inferring deterministic causal relations
Povilas Daniusis, Dominik Janzing, Joris Mooij +4
Cooling and Low Energy State Preparation for 3-local Hamiltonians are FQMA-complete
Dominik Janzing, Pawel Wocjan, Thomas Beth
On the Computational Power of Molecular Heat Engines
Dominik Janzing
Two QCMA-complete problems
Pawel Wocjan, Dominik Janzing, Thomas Beth
Distinguishing cause from effect using observational data: methods and benchmarks
Joris M. Mooij, Jonas Peters, Dominik Janzing +2
Consistency of Causal Inference under the Additive Noise Model
Samory Kpotufe, Eleni Sgouritsa, Dominik Janzing +1
Identifying confounders using additive noise models
Dominik Janzing, Jonas Peters, Joris Mooij +1
Simple negative result for physically universal controllers with macroscopic interface
Dominik Janzing
From Ordinary Differential Equations to Structural Causal Models: the deterministic case
Joris M. Mooij, Dominik Janzing, Bernhard Schölkopf
Identifiability of Causal Graphs using Functional Models
Jonas Peters, Joris Mooij, Dominik Janzing +1
Telling cause from effect based on high-dimensional observations
Dominik Janzing, Patrik O. Hoyer, Bernhard Schoelkopf
Inferring causal structure: a quantum advantage
Katja Ried, Megan Agnew, Lydia Vermeyden +3
Ergodic quantum computing
Dominik Janzing, Pawel Wocjan
Justifying additive-noise-model based causal discovery via algorithmic information theory
Dominik Janzing, Bastian Steudel
Spin-1/2 particles moving on a 2D lattice with nearest-neighbor interactions can realize an autonomous quantum computer
Dominik Janzing
Distinguishing n Hamiltonians on C^n by a single measurement
Dominik Janzing, Thomas Beth
Quasi-order of clocks and synchronism and quantum bounds for copying timing information
Dominik Janzing, Thomas Beth
Merging joint distributions via causal model classes with low VC dimension
Dominik Janzing
Justifying Information-Geometric Causal Inference
Dominik Janzing, Bastian Steudel, Naji Shajarisales +1
Telling cause from effect in deterministic linear dynamical systems
Naji Shajarisales, Dominik Janzing, Bernhard Shoelkopf +1
BQP-complete Problems Concerning Mixing Properties of Classical Random Walks on Sparse Graphs
Dominik Janzing, Pawel Wocjan
Causal Regularization
Dominik Janzing
Causal Inference by Identification of Vector Autoregressive Processes with Hidden Components
Philipp Geiger, Kun Zhang, Mingming Gong +2
Analysis of cause-effect inference by comparing regression errors
Patrick Blöbaum, Dominik Janzing, Takashi Washio +2
On Using Quantum Protocols to Detect Traffic Analysis
Rainer Steinwandt, Dominik Janzing, Thomas Beth
Testing whether linear equations are causal: A free probability theory approach
Jakob Zscheischler, Dominik Janzing, Kun Zhang
Does universal controllability of physical systems prohibit thermodynamic cycles?
Dominik Janzing, Pawel Wocjan
Bounds on the entropy generated when timing information is extracted from microscopic systems
Dominik Janzing, Thomas Beth
Thermodynamic limits of dynamic cooling
Armen E. Allahverdyan, Karen V. Hovhannisyan, Dominik Janzing +1
From Ordinary Differential Equations to Structural Causal Models: the deterministic case
Joris Mooij, Dominik Janzing, Bernhard Schoelkopf
Selection Criterion for Log-Linear Models Using Statistical Learning Theory
Daniel Herrmann, Dominik Janzing
Lower Bound on the Chromatic Number by Spectra of Weighted Adjacency Matrices
Pawel Wocjan, Dominik Janzing, Thomas Beth
A central limit like theorem for Fourier sums
Dominik Janzing, Naji Shajarisales, Michel Besserve
Decomposition of time-covariant operations on quantum systems with continuous and/or discrete energy spectrum
Dominik Janzing
Quantum control without access to the controlling interaction
Dominik Janzing, Frederik Armknecht, Robert Zeier +1
Estimating diagonal entries of powers of sparse symmetric matrices is BQP-complete
Dominik Janzing, Pawel Wocjan
Minimally-disturbing Heisenberg-Weyl symmetric measurements using hard-core collisions of Schrödinger particles
Dominik Janzing, Thomas Decker
Causal Inference on Discrete Data using Additive Noise Models
Jonas Peters, Dominik Janzing, Bernhard Schölkopf
Required sample size for learning sparse Bayesian networks with many variables
Pawel Wocjan, Dominik Janzing, Thomas Beth
Measuring 4-local n-qubit observables could probabilistically solve PSPACE
Pawel Wocjan, Dominik Janzing, Thomas Decker +1
A single-shot measurement of the energy of product states in a translation invariant spin chain can replace any quantum computation
Dominik Janzing, Pawel Wocjan, Shengyu Zhang
On Causal and Anticausal Learning
Bernhard Schoelkopf, Dominik Janzing, Jonas Peters +3
Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery
Kun Zhang, Bernhard Schoelkopf, Dominik Janzing
A Quantum Broadcasting Problem in Classical Low Power Signal Processing
Dominik Janzing, Bastian Steudel
Treating the Independent Set Problem by 2D Ising Interactions with Adiabatic Quantum Computing
Pawel Wocjan, Dominik Janzing, Thomas Beth
Group invariance principles for causal generative models
Michel Besserve, Naji Shajarisales, Bernhard Schölkopf +1
Causal Discovery with Continuous Additive Noise Models
Jonas Peters, Joris Mooij, Dominik Janzing +1
On the entropy production of time series with unidirectional linearity
Dominik Janzing
Kernel-based Conditional Independence Test and Application in Causal Discovery
Kun Zhang, Jonas Peters, Dominik Janzing +1
Quantum thermodynamics with missing reference frames: Decompositions of free energy into non-increasing components
Dominik Janzing
Synchronizing quantum clocks with classical one-way communication: Bounds on the generated entropy
Dominik Janzing, Thomas Beth