About
Welcome to my homepage!
I am a guest scientist at the Max-Planck-Institute for Astronomy.
My main research interest is the explosion-progenitor connection for neutrino-driven supernovae. Related interests are the evolution of massive stars, gravitational wave astronomy
and black hole formation. One of the main tools used in my research is supervised machine learning.
During my PhD, I have been a member of the Physics of Stellar Objects group at the
Heidelberg Institute for Theoretical Studies
and a fellow of the International Max Planck Research School for Astronomy and Cosmic Physics.
Check out this media article to find out more about the three papers related to my PhD research.
Apart from stars and black holes, I like exploring different kinds of water sports, experimenting with computer art and vegetarian culinary, and playing the violin. Take care!
Publications
For the complete list of published works, please refer to my
- Good things always come in 3s: trimodality in the binary black-hole chirp-mass distribution supports bimodal black-hole formation,
R. Willcox, F. R. N. Schneider, E. Laplace, Ph. Podsiadlowski, K. Maltsev, I. Mandel, P. Marchant, H. Sana, T. Li and T. Hertog, submitted to A&A, arXiv:2510.07573 - Explodability criteria for the neutrino-driven supernova mechanism,
K. Maltsev, F. R. N. Schneider, I. Mandel, B. Müller, A. Heger, F. K. Röpke and E. Laplace,
2025, A&A 700, A20, doi:10.1051/0004-6361/202554931 - Gravitational-wave model for neutron star merger remnants with supervised learning,
T. Soultanis, K. Maltsev, A. Bauswein, K. Chatziioannou, F. K. Röpke and N. Stergioulas,
2025, Phys. Rev. D 111, 023002, doi:10.1103/PhysRevD.111.023002 - Statistical modeling of the progenitor evolution and formation of neutron stars and stellar-mass black holes, K. Maltsev, 2024, PhD thesis, University of Heidelberg, doi:10.11588/heidok.00036020
- Scalable stellar evolution forecasting,
K. Maltsev, F. R. N. Schneider, F. K. Röpke, A. I. Jordan, G. A. Qadir, W. E. Kerzendorf, K. Riedmiller and P. van der Smagt, 2024, A&A 681, A86, doi:10.1051/0004-6361/202347118 - Substituting density functional theory in reaction barrier calculations for hydrogen atom transfer in proteins, K. Riedmiller, P. Reiser, E. Bobkova, K. Maltsev, G. Gryn'ova, P. Friederich and F. Gräter, 2024, Chem. Sci. vol. 15 pp. 2518-2527, doi:10.1039/D3SC03922F
- Stellar gravitational collapse, singularity formation and theory breakdown,
K. Maltsev, 2023, World Scientific ISBN #9789811269776, doi:10.1142/9789811269776_0298 - Thermodynamics of classical Schwarzschild black holes,
K. Maltsev, 2021, Astron. Rep., Vol. 65, Issue 10, p.976-984, doi:10.1134/S1063772921100218
Research
NEUTRINO-DRIVEN CORE-COLLAPSE SUPERNOVAE:- Which stars succeed and which fail to explode?
Massive stars undergoing iron core-collapse at the end of their evolution terminate their lives either in successful or failed supernovae (SNe). The most frequent outcomes are successful explosions, producing Type II or Type Ibc SNe. Though some stars fail to explode and continue to collapse until a black hole is formed. In this work, we formulate an explosion condition for the neutrino-heating driven SN mechanism (and for its failure) using multiple variables characterizing stellar structure at the onset of iron-core infall. We find that the final fates of massive stars are largely pre-determined already at the end of core-helium burning, and derive a simple SN recipe applicable at this stage. The SN recipe predicts the remnant type (neutron star vs. black hole) given the carbon-oxygen core mass and metallicity, while distinguishing hydrogen-rich envelope retaining vs. envelope-stripped stars. Our explodability formalism connects to theory of massive star evolution through the advanced burning phases, is in good agreement with 3D core-collapse SN simulation outcomes and consistent with a number of observational constraints from transient astronomy.
doi:10.1051/0004-6361/202554931 The code for predicting the final fates of stars and discriminating their compact remnant types based on the pre-SN properties using the explodability and fallback-BH formation criteria is available open-source in form of a Jupyter Notebook (in Python) via Zenodo. In another Notebook, you can find the code implementing the SN recipe, applicable at the end of core-helium burning.
Fig. 2: The final fate landscape of massive stars undergoing iron core-collapse, as predicted by the SN recipe introduced in this work. The compact remnant left behind is color-coded (NS = neutron star, BH = black hole) in a diagram spanned by the carbon-oxygen core mass, , and the metallicity, . We find that the BH formation bands in of massive binary-stripped stars, which lose their hydrogen-rich envelope (here: "Case B"), are systematically shifted toward higher masses compared to single-stars. This makes BH formation from stripped stars a much rarer process than assumed in many previous works on statistical SN modeling.
The SN recipe is available in several stellar binary population synthesis codes:
I am currently involved in studies in which this new statistical SN model is used to predict ...- binary black hole mergers and to compare with their gravitational wave observations from the latest GWTC-4 data release,
- the local, galactic and near-Earth SN explosion rates and the BH number count in the Milky Way (Quintana et al., in prep.),
- the dynamical SN feedback onto the chemical evolution of a low-metallicity dwarf galaxy (Lahén et al., in prep.), and
- the diffuse supernova neutrino background, filled by (anti)-neutrino emission from successful and failed SNe (Kresse et al., in prep.).
- Black hole formation and fundamental laws of physics
In a failed SN, the proto-NS accretes infalling mass until it loses stability and collapses. In a general-relativistic treatment of gravitational collapse, matter disappears behind the event horizon, the Second Law of Thermodynamics is violated, and one or even multiple gravitational singularities (geodesic incompleteness, infinite curvature, ...) form: we reach the frontiers of reliable prediction-making using established laws of physics. I addressed the following two questions each by a paper:- Does the prediction of singularity formation in stellar gravitational collapse indicate the breakdown of General Relativity theory?
doi:10.1142/9789811269776_0298 - Do classical-limit Schwarzschild black holes transcend the laws of thermodynamics?
doi:10.1134/S1063772921100218
- Does the prediction of singularity formation in stellar gravitational collapse indicate the breakdown of General Relativity theory?
- Stellar progenitor dependence of the kinetic energies of neutrino-driven SN explosions
In-progress work. Details to follow.
GRAVITATIONAL WAVE ASTRONOMY OF HYPERMASSIVE NEUTRON STARS:
- Towards detection of gravitational waves from neutron star merger remnants
The merger of two NSs results either in prompt collapse to a BH or in a quasi-stable hypermassive neutron star (HMNS). The HMNS is supported by differential rotation, thermal effects and repulsive nuclear forces, and continues to emit gravitational waves (GWs) until it either stabilizes or undergoes a delayed collapse to a BH. One of the methods for ground-based detection of GWs emitted from cosmic HMNSs is the matched-filtering technique. It requires efficient GW template models that predict gravitational waveforms in the time- or frequency-domain as a function of astrophysical source parameters. The templates are scanned through the interferometry data in order to identify GW signals in a noisy background. In this work, we constructed a template model for the GW emission from HMNSs remaining quasi-stable for at least 17 ms after the merger, as a function of astrophysical source parameters, using numerical relativity simulations and supervised learning techniques. The template model is fast, accurate and noise-robust enough to in future be used for signal searches in the interferometry data of the Advanced LIGO detector network at design sensitivity as well as of next-generation detectors. Under Advanced LIGO conditions, we confirmed the earlier prediction that the main GW properties (in particular, the dominant and subdominant peak oscillation frequencies) can be reliably reconstructed up to a source luminosity distance of approximately 12 Mpc, and further found that signal detection is achievable even in the case that the Equation-of-State (EoS) model adopted in the search template only crudely replicates the actual EoS at source.
doi:10.1103/PhysRevD.111.023002 A simple open-source Python script for testing the time-domain GW model for the APR4 Equation-of-State: GitLab.
Fig. 3: GW emission from a NS merger remnant in time-domain. The output of a numerical relativity simulation is shown in black. It is part of the test data set, which the supervised learning model has not seen during the training. The prediction of the template model is shown in orange.
- The maximal NS mass dependence on the EoS of dense neutron-rich matter
In-progress work. Details to follow.
EVOLUTION OF MASSIVE STARS:
- Efficient stellar evolution forecasting during >99.9% of stellar lifetimes
Many astrophysical studies require efficient but reliable predictive models of stellar evolution. Examples are stellar N-body dynamics, large-scale galactic evolution simulations, iterative optimization-based stellar parameter inference and rapid population synthesis. In this work, we constuct a deep-learning based surrogate model of stellar evolution, trained on evolutionary tracks pre-computed with the detailed stellar evolution code MESA while generalizing predictions over a continuous parameter space: it traces stellar evolution from the zero-age-main-sequence up to the end of core-helium burning while covering a mass range from red dwarves to 300 solar-mass star. Its main advantage over classical interpolation of stellar model grids is the speed-up, as it casts millions of predictions within tens of seconds on a 4-core CPU, while keeping the predictive errors orders of magnitude below typical observational uncertainties. In ongoing work, we use it to estimate the Initial-Mass-Function of observed solar-metallicity stellar populations.
doi:10.1051/0004-6361/202347118 The fitted stellar-evolution surrogate model is available open-source, along with a Jupyter Notebook tutorial on how to use it: Zenodo. In the same release, you can find the code and a demo of the Hierarchical Nearest-Neighbor Interpolation (HNNI) algorithm: it is an alternative solution to automated stellar track interpolation up to the end of core-helium burning that we develop. It interpolates any stellar variable of interest from a stellar evolution model grid. More general and accurate but slower than the ML-based surrogate model.
Fig. 1: Comparison of theoretical isochrones (computed using the stellar evolution code MESA) with the point predictions (casted by the ML-based surrogate model; scatter-plotted in black). Each color-coded isochrone shows the position of stars of the same age in the Hertzsprung-Russell diagram (spanned by the effective temperature Teff and bolometric luminosity ).
The German Physical Society released a social media post (
) about this research.
- Mass dependence of convective core overshooting
In-progress work. Details to follow.
CV
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EMPLOYMENT:
- Guest scientist, Max-Planck-Institute for Astronomy (Germany), since 2026
- PhD researcher, Heidelberg Institute for Theoretical Studies (Germany), 2020 - 2024
- Data science and machine learning internships in Tokyo (Japan) and in Brussels (Belgium), 2019 - 2020
- Applied research internships in New-Delhi (India) and in Leverkusen (Germany), 2015 - 2016
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DEGREES:
- PhD in Physics, Heidelberg University (Germany), 2020 - 2014
- Master of Studies in Philosophy of Physics, University of Oxford (UK), 2018 - 2019
- Master of Science in Physics, University of Münster (Germany), 2016 - 2018
- Bachelor of Science in Physics, University of Münster, 2011 - 2015
- Bachelor of Arts in Physics and Philosophy, University of Münster, 2011 - 2015
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AWARDS and FELLOWSHIPS:
- Fellow of the International Max Planck Research School for Astronomy and Cosmic Physics,
Heidelberg University, 2020 - 2024 - Graduate scholarship, German Academic Exchange Service (DAAD), 2018 - 2019
- Trainee, European Space Agency, 2017 - 2018
funded 4-months research stay at the European Space and Astronomy Center (ESAC), Villanueva de la Cañada (Spain) - Talent support scholarship, Konrad Adenauer Foundation, 2013 - 2018
- Emerald award, Boston Consulting Group, 2015
- ERASMUS program undergraduate fellowship, Paris (France), 01/2014 - 07/2014
3rd year physics courses at ENS Cachan (today: ENS Paris-Saclay)
3rd year philosophy courses at Université Paris I Panthéon-Sorbonne - Visiting student fellowship, St. Catherine's college, University of Oxford, 10/2013 - 12/2013
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TEACHING:
- Tutor in Stellar Astrophysics (masters class in Physics), Heidelberg University, summer term 2023,
- Tutor in Analytical Mechanics and Thermodynamics (bachelor class in Physics), Heidelberg University, summer term 2022
- Lecturer on selected topics in Computer Vision and Structure Formation, cultural forum "Alte Post", summer term 2020
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ACADEMIC SERVICE:
- Journal referee for The Astrophysical Journal (ApJ), APJ Letters, Astronomy & Computing and Royal Astronomical Society Techniques & Instruments (RASTI)
- Co-supervision of Master student Vijayalakshmi V. Nair (Heidelberg University), Physics of Stellar Objects group, Heidelberg Institute for Theoretical Studies, 2024-2025 (received top mark for her thesis)
- Mentoring of war refugee high-school student from Ukraine up to undergraduate admission in Physics at Heidelberg University, 07/2023 - 08/2025
- Organization of parallel session on Machine Learning for Stellar Astrophysics, XVII Winter Workshop on Stellar Astrophysics, Heidelberg Institute for Theoretical Studies, 18-19/12/2023
- Co-organization of workshop on Machine Learning and Bayesian methods to fit massive star atmosphere models to observations, CZS summer school on Scientific Machine Learning in Astrophysics, Heidelberg University, 14-18/08/2023
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OUTREACH:
- Organization of half-day workshop "Astrophysics in Heidelberg" for former scholars of the Konrad Adenauer Foundation, Heidelberg Institute for Theoretical Studies, 19/05/2023.
Contribution with two public talks (in german):- Introduction to stellar evolution, and
- Threats of Earth habitability from cosmic space versus from anthropogenic climate change
- Organization and chairing of Artificial Creativity discussion round, Heidelberg Institute for Theoretical Studies, 19/07/2021
- Public talks:
- Introduction to astronomy: cosmic distance scales,
Studierendenrat, Heidelberg University, 15/04/2023 - The vacuum in classical vs. in quantum field theory,
Ruskin School of Art, University of Oxford, 22/01/2019
- Introduction to astronomy: cosmic distance scales,
- Guide at hands-on stations and poster sessions:
- Universe on Tour – Lights out! Stars on! roadshow,
Federal Ministry of Education and Research (BMBF), Heidelberg, 21/07/2023 - Digital Worlds Explore Science festival 2022,
Klaus Tschira Foundation, Mannheim (Germany), 25/06/2022 - Structure and Symmetry Highlights of Physics festival 2017, BMBF, Münster, 19-23/09/2017
- Universe on Tour – Lights out! Stars on! roadshow,
- Interdisciplinary art work development with artists on themes related to climate change and/or structure formation in physics, with council funding and gallery hall exhibitions:
- WissenschafftKunst, cultural forum "Alte Post", Neuss, 2020 - 2021. Press releases: Rheinische Post and Stadt Kurier
- Oxford Society for Art and Ecology, Ruskin School of Art, Oxford, 2018 - 2019. More information in this blog post.
Talks
INVITED TALKS:- The final fate landscape of massive single- and binary-stripped stars, Istanbul University Observatory, Astronomy and Space Sciences Department, Istanbul University (Turkey), 14/05/2026
- Explodability and explosion energies of neutrino-driven supernovae, "Theoretical Astrophysics " group, IKP Theory Center, TU Darmstadt (Germany), 14/04/2026
- Stellar progenitor dependence of neutrino-driven supernova explosion energies, "Stellar atmospheres and mass loss " group, Astronomisches Rechen-Institut, Heidelberg University (Germany), 18/02/2026
- The explosion condition for neutrino-driven supernovae: Ertl+(2016) vs. Maltsev+(2025), "Theoretical astrophysics ", University of Florida (USA), 10/12/2025 (online)
- What is the minimal black hole mass that can be produced by massive single-star evolution?, Binary systems group, Max-Planck-Institute for Astronomy, Heidelberg, 03/12/2025
- Black hole formation from failed core-collapse supernovae: theory and observations, STRAND seminar, University of California, San Diego (USA), 23/10/2025 (online)
- Explodability criteria for the neutrino-driven supernova mechanism, SESTAS seminar, Max Planck Institute for Astrophysics, Garching (Germany), 13/11/2024
- Progenitor evolution, formation and collapse of neutron stars, Astro AI Lab, Interdisciplinary Center for Scientific Computing, Heidelberg University, 09/07/2024
- Which massive stars explode in neutrino-driven supernovae, and which don't?, Gravitational Wave Astrophysics group, Institute for Theoretical Astrophysics, Heidelberg University, 03/05/2024
- Machine-Learning methods for emulating stellar evolution models, Astrophysics, School of Physics and Mathematics, University of Surrey (UK), 22/02/2024 (online)
- Surrogate modeling applications in stellar astrophysics, Astrophysics research seminar, Los Alamos National Laboratory (USA), 28/09/2023 (online)
- Supervised learning for construction of matched-filtering templates of gravitational waves from the binary neutron star post-merger phase, Nuclear Astrophysics and Structure seminar, GSI Helmholtz Centre for Heavy Ion Research, Darmstadt (Germany), 12/05/2023
- Black hole statistical thermodynamics and quantization of … what?, Classical and Quantum Gravity group, University of Frankfurt, Frankfurt (Germany), 12/05/2020
- Bayesian parameter estimation of Monte-Carlo modelled astrophysical red noise, European Space and Astronomy Center, European Space Agency (ESA), Villanueva de la Cañada (Spain), 06/04/2018
- Characterization of power-law noise, Self Organization and Complexity group, University of Münster, 05/02/2018
CONTRIBUTED TALKS (selection):
- What is the minimal black hole mass produced by massive single-stars terminating evolution as failed supernovae?”, 19th Stellar Astrophysics winter workshop, Heidelberg Institute for Theoretical Studies, 17/12/2025
- Black hole formation from failed core-collapse supernovae: theory and observations, 27th Relativistic Astrophysics Group (RAG) meeting, Opava (Czech Republic), 11/11/2025 (online)
- Explodability criteria for the neutrino-driven supernova mechanism, European Astronomical Society Meeting 2025, Cork (Ireland), 23/06/2025
- A more optimistic supernova explosion model for rapid binary population synthesis, European Astronomical Society Meeting 2024, Padova (Italy), 01/07/2024
- What is the ultimate fate of matter in stellar gravitational collapse?, Foundational challenges in cosmological studies of black holes workshop, University of Bonn, Bonn (Germany), 14/05/2024
- Stellar evolution forecasting with a timescale-adapted evolutionary coordinate and machine learning, Spring Meeting 2024 of the German Physical Society (DPG), Berlin (Germany), 08/03/2024
- Prediction of stellar evolution tracks, gravitational waves and core-collapse supernova outcomes with machine learning, 18th Australian National Institute for Theoretical Astrophysics workshop, Monash University (Australia), 07/02/2024
- Convective core overshooting effects on compact remnant mass and Type II explosion energy landscapes from massive single star evolution, Transients Down Under conference, Swinburne Institute of Technology (Australia), 29/01/2024
- Do classical-limit Schwarzschild black holes transcend the laws of thermodynamics?, Golden Wedding of Black Holes and Thermodynamics conference, 05/12/2023 (online)
- Efficient stellar evolution and final fate forecasting over continuous parameter spaces, 17th Stellar Astrophysics winter workshop, Heidelberg Institute for Theoretical Studies, 13/12/2022
- Deep learning emulation of the MESA/MIST stellar evolution models, VLT-Flames massive star conference, Heidelberg Institute for Theoretical Studies, 22/06/2022
- The Penrose 1965 singularity theorem in historical context of the black hole paradigm, 16th Marcel Grossmann Meeting, International Center for Relativistic Astrophysics, Rome (Italy), 8/07/2021 (online)
- Thermodynamics of classical Schwarzschild black holes, International summer school Black holes and the information loss paradox, University of Urbino, Urbino (Italy), 11/06/2021 (online)
- On continued gravitational contraction (Oppenheimer & Snyder 1939) International Max Planck Research School in Astronomy and Cosmic Physics research seminar, Heidelberg University, 21/01/2021 (online)
- On the foundations of black hole thermodynamics, 4th International Zel'dovich Meeting, International Center for Relativistic Astrophysics, Minsk (Belarus), 07/09/2020 (online)
- On computational theories of mind, The Ockham Society seminar, University of Oxford, 06/06/2019
- Black Hole 'singularity': breakdown of general relativity theory?, Spring Meeting 2019 of the German Physical Society (DPG), Munich (Germany), 18/03/2019
- Vacuum fluctuations in quantum field theory, and nothingness, The Ockham Society seminar, University of Oxford, 08/02/2019
- Interior Schwarzschild solution, stars and astrophysical high-energy emission, international summer school Understanding Relativity Theory: Special and General, University of Tübingen (Germany), 02/08/2017
Computer Art