Multimessenger science opportunities with mHz gravitational waves

Authors:

John Baker, Zoltán Haiman, Elena Maria Rossi, Edo Berger, Niel Brandt, Elmé Breedt, Katelyn Breivik, Maria Charisi, Andrea Derdzinski, Daniel J D'Orazio, Saavik Ford, Jenny E Greene, J Colin Hill, Kelly Holley-Bockelmann, Joey Shapiro Key, Bence Kocsis, Thomas Kupfer, Shane Larson, Piero Madau, Thomas Marsh, Barry McKernan, Sean T McWilliams, Priyamvada Natarajan, Samaya Nissanke, Scott Noble, E Sterl Phinney, Gavin Ramsay, Jeremy Schnittman, Alberto Sesana, David Shoemaker, Nicholas Stone, Silvia Toonen, Benny Trakhtenbrot, Alexey Vikhlinin, Marta Volonteri

Abstract:

LISA will open the mHz band of gravitational waves (GWs) to the astronomy community. The strong gravity which powers the variety of GW sources in this band is also crucial in a number of important astrophysical processes at the current frontiers of astronomy. These range from the beginning of structure formation in the early universe, through the origin and cosmic evolution of massive black holes in concert with their galactic environments, to the evolution of stellar remnant binaries in the Milky Way and in nearby galaxies. These processes and their associated populations also drive current and future observations across the electromagnetic (EM) spectrum. We review opportunities for science breakthroughs, involving either direct coincident EM+GW observations, or indirect multimessenger studies. We argue that for the US community to fully capitalize on the opportunities from the LISA mission, the US efforts should be accompanied by a coordinated and sustained program of multi-disciplinary science investment, following the GW data through to its impact on broad areas of astrophysics. Support for LISA-related multimessenger observers and theorists should be sized appropriately for a flagship observatory and may be coordinated through a dedicated mHz GW research center.

Multimessenger science opportunities with mHz gravitational waves

Authors:

John Baker, Zoltán Haiman, Elena Maria Rossi, Edo Berger, Niel Brandt, Elmé Breedt, Katelyn Breivik, Maria Charisi, Andrea Derdzinski, Daniel J D'Orazio, Saavik Ford, Jenny E Greene, J Colin Hill, Kelly Holley-Bockelmann, Joey Shapiro Key, Bence Kocsis, Thomas Kupfer, Shane Larson, Piero Madau, Thomas Marsh, Barry McKernan, Sean T McWilliams, Priyamvada Natarajan, Samaya Nissanke, Scott Noble, E Sterl Phinney, Gavin Ramsay, Jeremy Schnittman, Alberto Sesana, David Shoemaker, Nicholas Stone, Silvia Toonen, Benny Trakhtenbrot, Alexey Vikhlinin, Marta Volonteri

Multimessenger science opportunities with mHz gravitational waves

Authors:

John Baker, Zoltán Haiman, Elena Maria Rossi, Edo Berger, Niel Brandt, Elmé Breedt, Katelyn Breivik, Maria Charisi, Andrea Derdzinski, Daniel J D'Orazio, Saavik Ford, Jenny E Greene, J Colin Hill, Kelly Holley-Bockelmann, Joey Shapiro Key, Bence Kocsis, Thomas Kupfer, Shane Larson, Piero Madau, Thomas Marsh, Barry McKernan, Sean T McWilliams, Priyamvada Natarajan, Samaya Nissanke, Scott Noble, E Sterl Phinney, Gavin Ramsay, Jeremy Schnittman, Alberto Sesana, David Shoemaker, Nicholas Stone, Silvia Toonen, Benny Trakhtenbrot, Alexey Vikhlinin, Marta Volonteri

Abstract:

LISA will open the mHz band of gravitational waves (GWs) to the astronomy community. The strong gravity which powers the variety of GW sources in this band is also crucial in a number of important astrophysical processes at the current frontiers of astronomy. These range from the beginning of structure formation in the early universe, through the origin and cosmic evolution of massive black holes in concert with their galactic environments, to the evolution of stellar remnant binaries in the Milky Way and in nearby galaxies. These processes and their associated populations also drive current and future observations across the electromagnetic (EM) spectrum. We review opportunities for science breakthroughs, involving either direct coincident EM+GW observations, or indirect multimessenger studies. We argue that for the US community to fully capitalize on the opportunities from the LISA mission, the US efforts should be accompanied by a coordinated and sustained program of multi-disciplinary science investment, following the GW data through to its impact on broad areas of astrophysics. Support for LISA-related multimessenger observers and theorists should be sized appropriately for a flagship observatory and may be coordinated through a dedicated mHz GW research center.

Neural Deprojection of Galaxy Stellar Mass Profiles

Machine Learning and the Physical Sciences Workshop, NeurIPS 2025

Authors:

MJ Yantovski-Barth, H Zhang, N Smyth, C Stone, Martin BUREAU, Y Hezaveh, L Perreault-Levasseur

Neural deprojection of galaxy stellar mass profiles

NeurIPS

Authors:

Yantovski-Barth, Hengyue Zhang, Martin Bureau

Abstract:

We introduce a neural approach to dynamical modeling of galaxies that replaces traditional imaging-based deprojections with a differentiable mapping. Specifically, we train a neural network to translate Nuker profile parameters into analytically deprojectable Multi Gaussian Expansion components, enabling physically realistic stellar mass models without requiring optical observations. We integrate this model into SuperMAGE, a differentiable dynamical modelling pipeline for Bayesian inference of supermassive black hole masses. Applied to ALMA data, our approach finds results consistent with state-of-the-art models while extending applicability to dust-obscured and active galaxies where optical data analysis is challenging.