Research
I work on four main areas of research, described below with a few results from each. Most of my projects combine analytical calculations in quantum field theory with numerical methods.
Inflation, reheating & dark matter
Reheating is the stage at which the inflaton transfers its energy to the particles of the hot Big Bang. I study how particles are produced during inflation and reheating, including cases in which gravity is the only interaction between the inflaton, the Standard Model, and dark matter.

Gravitational portals
We compute the production of dark matter and radiation through graviton exchange, from both the inflaton condensate and the thermal bath. In particular, we determine when gravity alone sets the dark matter abundance.
Read the paper, arXiv:2112.15214
Nonminimal superheavy dark matter
We study how couplings to spacetime curvature change the production of superheavy scalar dark matter after inflation, and we compute the resulting relic abundance and isocurvature constraints.
Read the paper, arXiv:2408.11889
Axion kinetic misalignment
Standard misalignment requires an axion decay constant of about 10¹¹ GeV or more to explain the observed dark matter. We show that when inflation leaves the Peccei–Quinn field at a large value, the field can start rotating, a mechanism known as kinetic misalignment, which produces the observed abundance for much smaller decay constants.
Read the paper, arXiv:2004.00629
Attractor inflation, confronted with data
In α-attractor models, the spectral index ns and tensor-to-scalar ratio r depend on the attractor parameter α and on how the universe reheated after inflation. Choose a model and move α to see where its predictions fall against current CMB constraints.
At α = 1, the E-model predicts ns between 0.9579 and 0.9628 and r between 0.0035 and 0.0044.
- Planck
- Inside the 68% region
- P-ACT-LB
- Outside the 95% region
- CMB-SPA
- Within 2σ
The shaded band covers reheating temperatures from the electroweak scale to 1010 GeV. The outer curves mark reheating at the BBN limit and instantaneous reheating, and the dashed curve marks N = 50. The solid segment shows the band at the chosen α, and its dotted extension spans the full reheating range. Planck and P-ACT-LB regions are 68% and 95%. The CMB-SPA band shows 1σ and 2σ in ns with r < 0.036. From Ellis, Garcia, Olive & Verner, Phys. Rev. D 113, 063571 (2026).
Particle physics
I work on physics beyond the Standard Model, including models of dark matter, flavor physics, supersymmetry, supergravity, and electroweak sphalerons. These problems require both analytical methods in field theory and numerical solutions of coupled nonlinear equations.

Electroweak sphalerons
We revisit the static electroweak sphaleron, its energy barrier, and its unstable mode, and then study its nonlinear decay. A public C solver and Mathematica notebook accompany the decay study.
Read the papers, arXiv:2505.05607 and arXiv:2505.05608
Scattering in curved field space
We calculate supergravity scattering amplitudes in Riemann and Kähler normal coordinates. Comparing the two approaches shows how the background and the field-space geometry enter the calculation.
Read the paper, arXiv:2302.05456
No-scale supergravity and model building
We construct no-scale supergravity models that unify inflation, modulus fixing, supersymmetry breaking, and dark energy. Related work studies the production of gravitinos after inflation.
Read the paper, arXiv:1903.05267
Gravitational waves & new probes
Many particles beyond the Standard Model interact so weakly that they are difficult to detect in laboratory experiments, but they can still leave gravitational signatures. I develop cosmological and astrophysical probes of such physics, with a focus on spectator scalar fields, cosmic strings, and ultralight dark matter.
The gravitational wave landscape
This figure shows the sensitivity of current and future experiments to a stochastic gravitational wave background over 24 orders of magnitude in frequency.
Scroll the figure sideways to see all 24 decades.
CMB
Pulsar timing and astrometry
Space interferometers
Atom interferometers
Ground interferometers
Total energy, ΔNeff
Solid lines are current data, dashed lines are planned or proposed.
Spectator fields and gravitational waves
We study how fluctuations of spectator scalar fields evolve after inflation and source a stochastic gravitational wave background. The resulting signal depends on particle production, reheating, and the growth of perturbations.
Read the paper, arXiv:2512.04240
Astrometric searches for ultralight dark matter
Ultralight dark matter perturbs the spacetime metric and shifts the apparent positions of distant sources such as quasars. We show that these secular and annually modulating signals can be searched for with astrometric surveys and radio interferometry.
Read the paper, arXiv:2406.03526
Cosmic strings and their loops
We compute the gravitational wave background produced by a network of cosmic strings, including the contributions of both long strings and loops.
Read the paper, arXiv:2609.22430
Machine learning for theoretical physics
I develop machine learning methods for problems that are usually solved analytically, such as identifying symmetries, determining their algebraic structure, and searching for models with desired properties. Importantly, the results are interpretable: the learned symmetry generators and Lie algebra relations can be used in further theoretical work.

Discovering continuous symmetries
We develop neural networks that learn the transformations preserving labeled data, with constraints that enforce the structure of symmetry generators and closed algebras.
Read the paper, arXiv:2301.05638
Exceptional Lie groups
We also speed up these algorithms and identify the group structure of the learned symmetries, including the exceptional Lie groups G2, F4, and E6.
Read the paper, arXiv:2307.04891
Exploring theory landscapes
We construct loss functions that reward both agreement with data and structural properties such as sparsity, uniformity, or symmetry, using the quark Yukawa sector as an example.
Read the paper, arXiv:2401.11513
Current directions
I work on several projects that are still in preparation. These include a review of reheating, studies of gravitational particle production in multifield inflation and supergravity, Hawking axions, the cosmic axion background, thermal damping of spectator fields, and AI agents for particle physics.