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We have developed a machine learning algorithm capable of detecting ``out-of-domain data'' for trustworthy cosmological inference. By using data from two separate suites of cosmological simulations, we show that our algorithm is able to…

Cosmology and Nongalactic Astrophysics · Physics 2026-01-21 Ethan Tregidga , David Harvey , Luca Biggio , Felix Vecchi

While collisionless cold dark matter models have been largely successful in explaining a wide range of observational data, some tensions still exist, and it remains possible that dark matter possesses a non-negligible level of self…

Cosmology and Nongalactic Astrophysics · Physics 2023-04-21 Dane Cross , Gray Thoron , Tesla Jeltema , Allison Swart , Devon Hollowood , Susmita Adhikari , Sebastian Bocquet , Orion Eiger , Spencer Everett , Jose Jobel

Dark matter (DM) self-interactions alter the matter distribution on galactic scales and alleviate tensions with observations. A feature of the self-interaction cross section is its angular dependence, influencing offsets between galaxies…

Cosmology and Nongalactic Astrophysics · Physics 2025-02-26 Cenanda Arido , Moritz S. Fischer , Mathias Garny

Convolutional neural networks have shown their ability to differentiate between self-interacting dark matter (SIDM) and cold dark matter (CDM) on galaxy cluster scales. However, their large parameter counts and ''black-box'' nature make it…

Instrumentation and Methods for Astrophysics · Physics 2025-10-13 Zhenyang Huang , Haihao Shi , Zhiyong Liu , Na Wang

Dark matter (DM) self-interactions have been proposed to solve problems on small length scales within the standard cold DM cosmology. Here, we investigate the effects of DM self-interactions in merging systems of galaxies and galaxy…

Cosmology and Nongalactic Astrophysics · Physics 2022-01-19 Moritz S. Fischer , Marcus Brüggen , Kai Schmidt-Hoberg , Klaus Dolag , Antonio Ragagnin , Andrew Robertson

Dark matter self-interactions have important implications for the distributions of dark matter in the Universe, from dwarf galaxies to galaxy clusters. We present benchmark models that illustrate characteristic features of dark matter that…

High Energy Physics - Phenomenology · Physics 2013-10-25 Manoj Kaplinghat , Sean Tulin , Hai-Bo Yu

Self-interacting dark matter may have striking astrophysical signatures, such as observable offsets between galaxies and dark matter in merging galaxy clusters. Numerical N-body simulations used to predict such observables typically treat…

Cosmology and Nongalactic Astrophysics · Physics 2020-09-14 Janis Kummer , Felix Kahlhoefer , Kai Schmidt-Hoberg

Self-interacting dark matter has been proposed as a solution to small scale problems in cosmological structure formation, and hints of dark matter self scattering have been observed in mergers of galaxy clusters. One of the simplest models…

Cosmology and Nongalactic Astrophysics · Physics 2017-10-25 Matti Heikinheimo , Martti Raidal , Christian Spethmann , Hardi Veermae

Dark matter (DM) self-interactions have important implications for the formation and evolution of structure, from dwarf galaxies to clusters of galaxies. We study the dynamics of self-interacting DM via a light mediator, focusing on the…

High Energy Physics - Phenomenology · Physics 2013-06-12 Sean Tulin , Hai-Bo Yu , Kathryn M. Zurek

The formation and evolution of galaxies is known to be sensitive to tidal processes leading to intrinsic correlations between their shapes and orientations. Such correlations can be measured to high significance today, suggesting that…

Cosmology and Nongalactic Astrophysics · Physics 2021-06-30 David Harvey , Nora Elisa Chisari , Andrew Robertson , Ian G. McCarthy

Mergers of galaxy clusters are promising probes of dark matter (DM) physics. For example, an offset between the DM component and the galaxy distribution can constrain DM self-interactions. We investigate the role of the intracluster medium…

Cosmology and Nongalactic Astrophysics · Physics 2023-07-06 Moritz S. Fischer , Nils-Henrik Durke , Katharina Hollingshausen , Claudius Hammer , Marcus Brüggen , Klaus Dolag

Hydrodynamical simulations play a fundamental role in modern cosmological research, serving as a crucial bridge between theoretical predictions and observational data. However, due to their computational intensity, these simulations are…

Cosmology and Nongalactic Astrophysics · Physics 2025-03-12 Andrés Caro , Daniel de Andres , Weiguang Cui , Gustavo Yepes , Marco De Petris , Antonio Ferragamo , Félicien Schiltz , Amélie Nef

Non-gravitational interactions between dark matter particles with strong scattering, but relatively small annihilation and dissipation, has been proposed to match various observables on cluster and group scales. In this paper, we present…

Cosmology and Nongalactic Astrophysics · Physics 2020-03-04 Arka Banerjee , Susmita Adhikari , Neal Dalal , Surhud More , Andrey Kravtsov

While dark matter self-interactions may solve several problems with structure formation, so far only the effects of two-body scatterings of dark matter particles have been considered. We show that, if a subdominant component of dark matter…

High Energy Physics - Phenomenology · Physics 2015-09-30 Matti Heikinheimo , Martti Raidal , Christian Spethmann , Hardi Veermäe

Collisions between galaxy clusters provide a test of the non-gravitational forces acting on dark matter. Dark matter's lack of deceleration in the `bullet cluster collision' constrained its self-interaction cross-section \sigma_DM/m <…

Cosmology and Nongalactic Astrophysics · Physics 2015-05-15 David Harvey , Richard Massey , Thomas Kitching , Andy Taylor , Eric Tittley

Next-generation surveys will provide photometric and spectroscopic data of millions to billions of galaxies with unprecedented precision. This offers a unique chance to improve our understanding of the galaxy evolution and the unresolved…

Self-interacting dark matter (SIDM) is an alternative to the standard collisionless cold dark matter model (CDM), allowing for interactions between the dark matter particles through the introduction of a self-scattering cross-section.…

Cosmology and Nongalactic Astrophysics · Physics 2024-01-09 Elizabeth Johana Gonzalez , Agustín Rodriguez-Medrano , Luis Alberto Pereyra , Diego García Lambas

Spergel & Steinhardt proposed the possibility that the dark matter particles are self-interacting, as a solution to two discrepancies between the predictions of cold dark matter models and the observations: first, the observed dark matter…

Astrophysics · Physics 2015-06-24 Jordi Miralda-Escude

We use the Cluster-EAGLE (C-EAGLE) hydrodynamical simulations to investigate the effects of self-interacting dark matter (SIDM) on galaxies as they fall into clusters. We find that SIDM galaxies follow similar orbits to their Cold Dark…

Cosmology and Nongalactic Astrophysics · Physics 2022-02-23 Ellen L. Sirks , Kyle A. Oman , Andrew Robertson , Richard Massey , Carlos Frenk

We consider a toy model to analyze the consequences of dark matter interaction with a dark energy background on the overall rotation of galaxy clusters and the misalignment between their dark matter and baryon distributions when compared to…

Cosmology and Nongalactic Astrophysics · Physics 2012-08-15 C. E. Pellicer , Elisa G. M. Ferreira , Daniel C. Guariento , André A. Costa , Leila L. Graef , Andrea Coelho , Elcio Abdalla
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