Large-scale dark matter simulations
arXiv:2112.05165 · doi:10.1007/s41115-021-00013-z
Abstract
We review the field of collisionless numerical simulations for the large-scale structure of the Universe. We start by providing the main set of equations solved by these simulations and their connection with General Relativity. We then recap the relevant numerical approaches: discretization of the phase-space distribution (focusing on N-body but including alternatives, e.g., Lagrangian submanifold and Schrödinger-Poisson) and the respective techniques for their time evolution and force calculation (Direct summation, mesh techniques, and hierarchical tree methods). We pay attention to the creation of initial conditions and the connection with Lagrangian Perturbation Theory. We then discuss the possible alternatives in terms of the micro-physical properties of dark matter (e.g., neutralinos, warm dark matter, QCD axions, Bose-Einstein condensates, and primordial black holes), and extensions to account for multiple fluids (baryons and neutrinos), primordial non-Gaussianity and modified gravity. We continue by discussing challenges involved in achieving highly accurate predictions. A key aspect of cosmological simulations is the connection to cosmological observables, we discuss various techniques in this regard: structure finding, galaxy formation and baryonic modelling, the creation of emulators and light-cones, and the role of machine learning. We finalise with a recount of state-of-the-art large-scale simulations and conclude with an outlook for the next decade.
arXiv comment171 pages, 30 figures, 1018 references. Review article (in press) for 'Living Reviews in Computational Astrophysics'. The article will be updated regularly, thus, comments and suggestions will be very welcome
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- General Relativistic N-body simulations in the weak field limit
- AxioNyx: Simulating Mixed Fuzzy and Cold Dark Matter
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- Joint constraints on cosmology and the impact of baryon feedback: combining KiDS-1000 lensing with the thermal Sunyaev-Zeldovich effect from Planck and ACT
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- Lagrangian perturbations and the matter bispectrum I: fourth-order model for non-linear clustering
- Expanded haloes, abundance matching and too-big-to-fail in the Local Group
- N-body simulations with generic non-Gaussian initial conditions I: Power Spectrum and halo mass function
- Recognising Axionic Dark Matter by Compton and de-Broglie Scale Modulation of Pulsar Timing
- Beyond LIMD bias: a measurement of the complete set of third-order halo bias parameters
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- Non-Linear Approximations to Gravitational Instability: A Comparison in the Quasi-Linear Regime
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- The tidal evolution of dark matter substructure -- II. The impact of artificial disruption on subhalo mass functions and radial profiles
- PyUltraLight: A Pseudo-Spectral Solver for Ultralight Dark Matter Dynamics
- VOBOZ: An Almost-Parameter-Free Halo-Finding Algorithm
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- Accurate cosmic shear errors: do we need ensembles of simulations?
- The Non-Gaussian Halo Mass Function with fNL, gNL and tauNL
- On effects of resolution in dissipationless cosmological simulations
- The Santiago-Harvard-Edinburgh-Durham void comparison II: unveiling the Vainshtein screening using weak lensing
- The effect of massive neutrinos on the matter power spectrum
- Axion astronomy with microwave cavity experiments
- Super-resolution emulator of cosmological simulations using deep physical models
- Stochastic Bias from Non-Gaussian Initial Conditions
- Testing one-loop galaxy bias: joint analysis of power spectrum and bispectrum
- HALOGEN: A tool for fast generation of mock halo catalogues
- The Impact of Box Size on the Properties of Dark Matter Haloes in Cosmological Simulations
- Distinguishing standard and modified gravity cosmologies with machine learning
- Reconstructing cosmological initial conditions from galaxy peculiar velocities. I. Reverse Zeldovich Approximation
- Bayesian emulator optimisation for cosmology: application to the Lyman-alpha forest
- Clustering properties of -selected galaxies at
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- N-body simulations with generic non-Gaussian initial conditions II: Halo bias
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- The Galaxy Clustering Crisis in Abundance Matching
- A Tuned and Scalable Fast Multipole Method as a Preeminent Algorithm for Exascale Systems
- On the impact of galaxy bias uncertainties on primordial non-Gaussianity constraints
- Constrained Local UniversE Simulations: A Local Group Factory
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- The Importance of Quantum Pressure of Fuzzy Dark Matter on Lyman-Alpha Forest
- Einstein's Universe: Cosmological structure formation in numerical relativity
- Higher-order initial conditions for mixed baryon-CDM simulations
- Emulators for the non-linear matter power spectrum beyond CDM
- Cosmological constraints from the CFHTLenS shear measurements using a new, accurate and flexible way of predicting nonlinear mass clustering
- Reconstruction of primordial density fields
- Tidal streams from axion miniclusters and direct axion searches
- Galaxy bias and primordial non-Gaussianity: insights from galaxy formation simulations with IllustrisTNG
- Investigating dark matter substructure with pulsar timing: I. Constraints on ultracompact minihalos
- A semi-analytic model comparison - gas cooling and galaxy mergers
- Simulating Structure Formation of the Local Universe
- Simulations of the Local Universe Constrained by Observational Peculiar Velocities
- Statistical properties of paired fixed fields
- The recursion relation in Lagrangian perturbation theory
- Universal at last? The splashback mass function of dark matter halos
- Scale-dependent bias and bispectrum in neutrino separate universe simulations
- A Lightcone Catalogue from the Millennium-XXL Simulation
- Bayesian inference of cosmic density fields from non-linear, scale-dependent, and stochastic biased tracers
- Numerical resolution limits on subhalo abundance matching
- An exact general remeshing scheme applied to physically conservative voxelization
- Demonstrating Discreteness and Collision Error in Cosmological N-body Simulations of Dark Matter Gravitational Clustering
- Genetically modified halos: towards controlled experiments in CDM galaxy formation
- Sloan Digital Sky Survey III Photometric Quasar Clustering: Probing the Initial Conditions of the Universe using the Largest Volume
- Finding cosmic voids and filament loops using topological data analysis
- Using correlations between CMB lensing and large-scale structure to measure primordial non-Gaussianity
- Redshift-space distortions with split densities
- Imprints of relativistic effects on the asymmetry of the halo cross-correlation function: from linear to non-linear scales
- Cosmological neutrino simulations at extreme scale
- Inverted initial conditions: exploring the growth of cosmic structure and voids
- Generating Cosmological Gaussian Random Fields
- T-ReX: a graph-based filament detection method
- Symplectic Calculation of Lyapunov Exponents
- The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: constraining modified gravity
- Directional axion detection
- Phase-space structures II: Hierarchical Structure Finder
- Early formation of supermassive black holes via dark matter self-interactions
- Constraining primordial non-Gaussianity via a multitracer technique with surveys by Euclid and Square Kilometre Array
- Efficient simulations of large scale structure in modified gravity cosmologies with comoving Lagrangian acceleration
- A flexible subhalo abundance matching model for galaxy clustering in redshift space
- The dynamical structure of dark matter haloes
- ColDICE: a parallel Vlasov-Poisson solver using moving adaptive simplicial tessellation
- Linear perturbative theory of the discrete cosmological N-body problem
- Ellipsoidal halo finders and implications for models of triaxial halo formation
- 3D simulations with boosted primordial power spectra and ultracompact minihalos
- Modeling the three-point correlation function
- An ideal mass assignment scheme for measuring the Power Spectrum with FFTs
- How closely do baryons follow dark matter on large scales?
- Evaluating machine learning techniques for predicting power spectra from reionization simulations
- Extensions to models of the galaxy-halo connection
- Extragalactic gamma-ray background radiation from dark matter annihilation
- Fitting the nonlinear matter bispectrum by the Halofit approach
- Effects of the neutrino mass splitting on the non-linear matter power spectrum
- Non-Gaussian halo assembly bias
- Accurate emulator for the redshift-space power spectrum of dark matter halos and its application to galaxy power spectrum
- Block Structured Adaptive Mesh and Time Refinement for Hybrid, Hyperbolic + N-body Systems
- Linear response to long wavelength fluctuations using curvature simulations
- Calibration of semi-analytic models of galaxy formation using Particle Swarm Optimization
- The Theoretical Astrophysical Observatory: Cloud-Based Mock Galaxy Catalogues
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- Precision reconstruction of the dark matter-neutrino relative velocity from N-body simulations
- Simultaneous modelling of matter power spectrum and bispectrum in the presence of baryons
- Matter Power Spectrum Emulator for f(R) Modified Gravity Cosmologies
- Large-Scale Structure Formation with Massive Neutrinos and Dynamical Dark Energy
- Realistic simulations of galaxy formation in f(R) modified gravity
- A New Halo Finding Method for N-Body Simulations
- Reducing Noise in Cosmological N-body Simulations with Neutrinos
- The missing link: a nonlinear post-Friedmann framework for small and large scales
- DASH: a library of dynamical subhalo evolution
- The structure and assembly history of cluster-size haloes in Self-Interacting Dark Matter
- : Cosmological neutrino simulations from the non-linear Boltzmann hierarchy
- COLA with massive neutrinos
- How Biased Are Halo Properties in Cosmological Simulations?
- Solving the curvature and Hubble parameter inconsistencies through structure formation-induced curvature
- Constraining baryonic feedback and cosmology with weak-lensing, X-ray, and kinematic Sunyaev-Zeldovich observations
- 2HOT: An Improved Parallel Hashed Oct-Tree N-Body Algorithm for Cosmological Simulation
- Baryonic effects on the matter bispectrum
- Direct Integration of the Collisionless Boltzmann Equation in Six-dimensional Phase Space: Self-gravitating Systems
- A volumetric deep Convolutional Neural Network for simulation of mock dark matter halo catalogues
- Dark Energy Survey Year 1 Results: Constraining Baryonic Physics in the Universe
- Solving the Vlasov equation in two spatial dimensions with the Schrödinger method
- How to add massive neutrinos to your CDM simulation -- extending cosmology rescaling algorithms
- A natural boundary of dark matter haloes revealed around the minimum bias and maximum infall locations
- ETHOS -- an effective theory of structure formation: predictions for the high-redshift Universe -- abundance of galaxies and reionization
- FlowPM: Distributed TensorFlow Implementation of the FastPM Cosmological N-body Solver
- Accurate fitting functions for peculiar velocity spectra in standard and massive-neutrino cosmologies
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- First detection of scale-dependent linear halo bias in -body simulations with massive neutrinos
- Dynamical Evidence of a Solitonic Core of in the Milky Way
- Galaxy power-spectrum responses and redshift-space super-sample effect
- Virial scaling of galaxies in clusters: bright to faint is cool to hot
- Interpreting deep learning models for weak lensing
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- Quantification of discreteness effects in cosmological N-body simulations: I. Initial Conditions
- A Fast Route to Non-Linear Clustering Statistics in Modified Gravity Theories
- Gravitational Lensing and the Power Spectrum of Dark Matter Substructure: Insights from the ETHOS N-body Simulations
- Using Large Scale Structure to test Multifield Inflation
- The Abundance and Structure of Subhaloes near the Free Streaming Scale and Their Impact on Indirect Dark Matter Searches
- GenetIC -- a new initial conditions generator to support genetically modified zoom simulations
- The Generation of Vorticity in Cosmological N-body Simulations
- Monolithic or hierarchical star formation? A new statistical analysis
- FORGE -- the f(R) gravity cosmic emulator project I: Introduction and matter power spectrum emulator
- Separate Universe Simulations with IllustrisTNG: baryonic effects on power spectrum responses and higher-order statistics
- Fully relativistic treatment of light neutrinos in -body simulations
- Predicting the density profiles of the first halos
- What sets the central structure of dark matter haloes?
- The Evolution of Baryon Density Fluctuations in Multi-Component Cosmological Simulations
- 3\%-accurate predictions for the clustering of dark matter, haloes and subhaloes, over a wide range of cosmologies and scales
- Predicting Hα emission line galaxy counts for future galaxy redshift surveys
- A Hybrid Deep Learning Approach to Cosmological Constraints From Galaxy Redshift Surveys
- Relativistic Interpretation of Newtonian Simulations for Cosmic Structure Formation
- Learning effective physical laws for generating cosmological hydrodynamics with Lagrangian Deep Learning
- Fingerprints of the initial conditions on the density profiles of cold and warm dark matter haloes
- Non-universality of the mass function: dependence on the growth rate and power spectrum shape
- Speeding up N-body simulations of modified gravity: Vainshtein screening models
- General relativistic weak-field limit and Newtonian N-body simulations
- Dynamical Evolution of Primordial Dark Matter Haloes through Mergers
- Testing gravity using galaxy-galaxy lensing and clustering amplitudes in KiDS-1000, BOSS and 2dFLenS
- A fast particle-mesh simulation of non-linear cosmological structure formation with massive neutrinos
- Zeldovich flow on cosmic vacuum background: new exact nonlinear analytical solution
- The Structure of Dissipative Dark Matter Halos
- A parametrisation of modified gravity on nonlinear cosmological scales
- Baryon effects on void statistics in the EAGLE simulation
- Post-collapse perturbation theory in 1D cosmology -- beyond shell-crossing
- A Calculation of the Full Neutrino Phase Space in Cold+Hot Dark Matter Models
- Dark Matter in the Local Universe
- Galaxy formation on the largest scales: The impact of astrophysics on the BAO peak
- ASOHF: a new adaptive spherical overdensity halo finder
- Comparing Fully General Relativistic and Newtonian Calculations of Structure Formation
- Performance Characteristics of TreePM codes
- Differential Neutrino Condensation onto Cosmic Structure
- -body simulations for parametrised modified gravity
- Relativistic initial conditions for N-body simulations
- AI-assisted super-resolution cosmological simulations II: Halo substructures, velocities and higher order statistics
- Quantification of discreteness effects in cosmological N-body simulations: II. Evolution up to shell crossing
- Gravitational evolution of a perturbed lattice and its fluid limit
- Biased Tracers of Two Fluids in the Lagrangian Picture
- Cosmological parameter estimation via iterative emulation of likelihoods
- Connecting the structure of dark matter haloes to the primordial power spectrum
- The effect of early radiation in N-body simulations of cosmic structure formation
- The New Numerical Galaxy Catalog (GC): An Updated Semi-analytic Model of Galaxy and AGN with Large Cosmological N-body Simulation
- Particle-Mesh Methods on the Connection Machine
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- A Novel Approach to Visualizing Dark Matter Simulations
- Reconstructing cosmological initial conditions from galaxy peculiar velocities. III. Constrained simulations
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- Properties and Origin of Galaxy Velocity Bias in the Illustris Simulation
- No evidence for modifications of gravity from galaxy motions on cosmological scales
- Predicting dark matter halo formation in N-body simulations with deep regression networks
- Phase-space structure of protohalos: Vlasov versus Particle-Mesh
- Cosmological N-Body Simulations with a Large-Scale Tidal Field
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- Semi-analytic galaxy formation in f(R)-gravity cosmologies
- Measuring the Tidal Response of Structure Formation: Anisotropic Separate Universe Simulations using TreePM
- Galaxy assembly bias of central galaxies in the Illustris simulation
- Cosmological simulation in tides: power spectra and halo shape responses, and shape assembly bias
- Evolution of dark matter microhalos through stellar encounters
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- ETHOS - an Effective Theory of Structure Formation: detecting dark matter interactions through the Lyman- forest
- Rapid simulation rescaling from standard to modified gravity models
- A robust measurement of the first higher-derivative bias of dark matter halos
- New probe of departures from general relativity using Minkowski functionals
- Axion core - halo mass and the black hole - halo mass relation: constraints on a few parsec scales
- Impact of systematics on cosmological parameters from future Galaxy Clusters surveys
- Cosmic CARNage I: on the calibration of galaxy formation models
- Separating the Universe into the Real and Fake
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- Adaptive gravitational softening in GADGET
- Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales
- Simulating the Complexity of the Dark Matter Sheet I: Numerical Algorithms
- The Bound Mass of Substructures in Dark Matter Halos
- Computing the Small-Scale Galaxy Power Spectrum and Bispectrum in Configuration-Space
- Cosmological -body simulations including radiation perturbations
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- More accurate simulations with separate initial conditions for baryons and dark matter
- Precise and Accurate Cosmology with CMBxLSS Power Spectra and Bispectra
- An improved model for the nonlinear velocity power spectrum
- Universal Non-Gaussian Initial Conditions for N-body Simulations
- Structure formation beyond shell-crossing: nonperturbative expansions and late-time attractors
- Multidimensional VlasovPoisson Simulations with High-order Monotonicity- and Positivity-preserving Schemes
- Gravitational redshift and asymmetric redshift-space distortions for stacked clusters
- NECOLA: Towards a Universal Field-level Cosmological Emulator
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- Describing massive neutrinos in cosmology as a collection of independent flows
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- Modeling Nearest Neighbor distributions of biased tracers using Hybrid Effective Field Theory
- Halo Exclusion Criteria Impacts Halo Statistics
- FROST: a momentum-conserving CUDA implementation of a hierarchical fourth-order forward symplectic integrator
- Surrogate modelling the Baryonic Universe I: The colour of star formation
- Large-Scale Velocity Dispersion and the Cosmic Web
- Semiclassical path to cosmic large-scale structure
- Galaxy clustering dependence on the emission line luminosity in the local Universe
- Nonlinear 3D Cosmic Web Simulation with Heavy-Tailed Generative Adversarial Networks
- Parallel HOP: A Scalable Halo Finder for Massive Cosmological Data Sets
- The void halo mass function: a promising probe of neutrino mass
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- Cosmological gravity on all scales II: Model independent modified gravity -body simulations
- Fast Generation of Covariance Matrices for Weak Lensing
- Spurious Small-Scale Structure & Discreteness-Driven Relaxation in Cosmological Simulations
- Sampling Artifact in Volume Weighted Velocity Measurement.--- II. Detection in simulations and comparison with theoretical modelling
- Fast Identification of Bound Structures in Large N-body Simulations
- Truthing the stretch: Non-perturbative cosmological realizations with multiscale spherical collapse
- Shell-crossing in a CDM Universe
- CUBE: An Information-optimized parallel Cosmological -body Algorithm
- Quantifying resolution in cosmological N-body simulations using self-similarity
- Determination of the large scale volume weighted halo velocity bias in simulations
- An Adaptive Multigrid Solver for High-Resolution Cosmological Simulations
- On the relevance of chaos for halo stars in the Solar Neighbourhood
- General relativistic 'screening' in cosmological simulations
- One line to run them all: SuperEasy massive neutrino linear response in -body simulations
- Suppressing cosmic variance with paired-and-fixed cosmological simulations: average properties and covariances of dark matter clustering statistics
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- Spoon or slide? The non-linear matter power spectrum in the presence of massive neutrinos
- An alternative method to generate pre-initial conditions for cosmological -body simulations
- Response approach to the squeezed-limit bispectrum: application to the correlation of quasar and Lyman- forest power spectrum
- Unveiling the singular dynamics in the cosmic large-scale structure
- Dark Matter Simulations with Primordial Black Holes in the Early Universe
- An alternative to grids and glasses: Quaquaversal pre-initial conditions for N-body simulations
- The median density of the Universe
- Fast simulations of cosmic large-scale structure with massive neutrinos
- Density-dependent clustering: I. Pulling back the curtains on motions of the BAO peak
- Cosmological gravity on all scales: simple equations, required conditions, and a framework for modified gravity
- Effects of long-wavelength fluctuations in large galaxy surveys
- Modelling galaxy clustering in redshift space with a Lagrangian bias formalism and -body simulations
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- Cosmological Vlasov-Poisson Simulations of Structure Formation with Relic Neutrinos: Nonlinear Clustering and the Neutrino Mass
- Simulation techniques for modified gravity
- Encoding large scale cosmological structure with Generative Adversarial Networks
- The Last Journey. I. An Extreme-Scale Simulation on the Mira Supercomputer
- Search for ultralight scalar dark matter with NANOGrav pulsar timing arrays
- A black box for dark sector physics: Predicting dark matter annihilation feedback with conditional GANs
- The Effect of Thermal Velocities on Structure Formation in N-body Simulations of Warm Dark Matter
- A Faster Fourier Transform? Computing Small-Scale Power Spectra and Bispectra for Cosmological Simulations in Time
- Semi-analytic galaxy formation in early dark energy cosmologies
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- Investigating Cosmological GAN Emulators Using Latent Space Interpolation
- Novel Adaptive softening for collisionless N-body simulations: Eliminating spurious halos
- The Schrödinger-Poisson method for Large-Scale Structure
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- Nonlinearities in modified gravity cosmology I: signatures of modified gravity in the nonlinear matter power spectrum
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- Box Replication Effects in Weak Lensing Light-cone Construction
- The halo bias for number counts on the light cone from relativistic N-body simulations
- BullFrog: Multi-step perturbation theory as a time integrator for cosmological simulations
- Validating galaxy clustering models with Fixed & Paired and Matched-ICs simulations: application to Primordial Non-Gaussianities
- On general-relativistic Lagrangian perturbation theory and its non-perturbative generalization
- CSST Cosmological Emulator II: Generalized Accurate Halo Mass Function Emulation
- Dark Matter Fraction in Disk-Like Galaxies Over the Past 10 Gyr
- Dissociation of dark matter and gas in cosmic large-scale structure
- Evaluating the variance of individual halo properties in constrained cosmological simulations
- On the statistical theory of self-gravitating collisionless dark matter flow
- Perturbation-theory informed integrators for cosmological simulations
- COmoving Computer Acceleration (COCA): -body simulations in an emulated frame of reference
- Secondary halo bias through cosmic time II: Reconstructing halo properties using clustering information
- Structure formation and quasi-spherical collapse from initial curvature perturbations with numerical relativity simulations
- Fuzzy dark matter simulations
- Baryonic Imprints on DM Halos: the concentration-mass relation and its dependence on halo and galaxy properties
- Starting Cosmological Simulations from the Big Bang
- The viability of low-mass subhaloes as targets for gamma-ray dark matter searches
- Learning the Universe: Learning to Optimize Cosmic Initial Conditions with Non-Differentiable Structure Formation Models
- Constraining using the Large-Scale Modulation of Small-Scale Statistics
- Relativistic matter bispectrum of cosmic structures on the light cone
- Impact of primordial black holes on the formation of the first stars and galaxies
- On the statistical theory of self-gravitating collisionless dark matter flow: high order kinematic and dynamic relations
- FLAMINGO: Galaxy formation and feedback effects on the gas density and velocity fields
- From particles to orbits: precise dark matter density profiles using dynamical information
- DESI forecast for Dark Matter-Neutrino interactions using EFTofLSS
- A Stochastic Theory of the Hierarchical Clustering III. The Non-universality and Non-stationarity of the Halo Mass Function
- Cosmological perturbation theory using generalized Einstein de Sitter cosmologies
- DARKSKIES: A suite of super-sampled zoom-in simulations of galaxy clusters with self-interacting dark matter
- Weak lensing constraints on the stellar-to-halo mass relation of galaxy groups with simulation-informed scatter
- The galaxy-environment connection revealed by constrained simulations
- Improving the Accuracy of Halo Mass Based Statistics For Fast Approximate N-body Simulations
- New insights on low-mass dark matter subhalo tidal tracks via numerical simulations
- PySCo: A fast Particle-Mesh -body code for modified gravity simulations in Python
- On the origin of transient features in cosmological N-Body Simulations
- Probabilistic Lagrangian bias estimators and the cumulant bias expansion
- Gaussian Lagrangian Galaxy Bias
- An implementation of nDGP gravity in Pinocchio
- Simulation budgeting for hybrid effective field theories
- DUCA: Dynamic Universe Cosmological Analysis. I. The halo mass function in dynamical dark energy cosmologies
- Excursion Sets with a "Perfect" Collapse Model
- from peculiar velocities: agreement with Planck for Tully--Fisher and supernovae, tension for the fundamental plane
- Particle loads for cosmological simulations with equal-mass dark matter and baryonic particles
- Hydromagnetic waves in an expanding universe -- cosmological MHD code tests using analytic solutions
- Local environmental dependence on weak-lensing shear statistics
- Dynamic Zoom Simulations of structure formation beyond standard cosmology
- Signatures of Extended Dark Energy Parametrisations in Structure Formation under Background Constraints
- Exploring the halo occupation distribution for moderate X-ray luminosity active galactic nuclei in the EAGLE cosmological simulation
- Prediction of Individual Halo Concentrations Across Cosmic Time Using Neural Networks
- Cosmic acceleration driven by dark matter self-interactions: a phenomenological treatment
- Incorporating curved geometry in cosmological simulations
- The halo finding problem revisited: a deep revision of the ASOHF code