Horizon Postdoctoral Fellow, Johns Hopkins University
Research
I work in theoretical cosmology, developing numerical and analytic tools to model
non-cold relics, cosmological recombination, and other early-Universe physics, and
using them to confront data-driven questions like the Hubble tension, decaying dark
matter, and probes of light relics and dark-sector physics through the CMB and
large-scale structure. Below are a few themes I've worked on, roughly in reverse
chronological order.
Decaying Dark Matter with an Integral-Equation Approach
2026 · with A. Bencke†, M. Kamionkowski, J. L. Bernal
We study models where a dark matter particle decays into two lighter daughter
particles with arbitrary masses, naturally spanning both the massless limit (dark
radiation) and the massive limit (warm decay products). Building on our
integral-equation framework for non-cold relics, we developed
CLASSIER-DDM, an extension of CLASSIER that evolves the decay
products' perturbations without truncating a Boltzmann hierarchy or resorting to
fluid approximations. The method handles the momentum-dependent decay time of each
product, achieves sub-0.1% accuracy in both the matter power spectrum and the CMB
lensing potential power spectrum, and runs in about a minute per evaluation —
making DDM parameter estimation numerically tractable across a wide range of decay
rates and kick velocities.
Using this framework, we also derived observational constraints from current data.
Motivated by DESI's ~5% lower late-time matter density relative to Planck, we
combined DESI DR2 BAO with Planck CMB data including lensing and found that
decaying dark matter is not favored over ΛCDM: CMB lensing tightly
constrains the recoil velocity imparted to decay products (to within
10−2–10−3 of the speed of light at
1σ), though part of the allowed parameter space could still help address
small-scale structure anomalies like dwarf-galaxy discrepancies.
Matter power spectrum P(k) as the DDM decay rate Γ is varied.Matter power spectrum P(k) as the decay-product kick velocity is varied.
Integral-Equation MethodDecaying Dark MatterCMB LensingCLASSIER-DDM
Traditional Boltzmann codes track non-cold relics (like massive neutrinos) by
truncating an infinite hierarchy of multipole equations, which becomes costly and
can introduce numerical artifacts on small scales. We developed CLASSIER
(CLASS Integral Equation Revision), which replaces that hierarchy with a set of
integral equations solved iteratively, matching fully-converged accuracy while
avoiding truncation artifacts. A follow-up analytic approximation for the
small-scale, quasi-stationary regime pushes this further, giving a 3–6×
speedup over standard CLASS while preserving sub-0.1% accuracy in the matter power
spectrum — removing massive neutrinos as a computational bottleneck for
high-precision, small-scale cosmological analyses. Together, these results lay the
groundwork for fast, accurate treatment of non-cold relics in future cosmological
analyses.
CLASSIER (black) reproduces the fully-converged neutrino perturbation at a fraction of the runtime, while truncated CLASS solutions (blue, orange) develop noise at late times.
2022 – 2026 · with Y. Ali-Haïmoud, N. Schöneberg, V. Poulin, M. Braglia, T. Zhou†
Modified-recombination solution to the Hubble tension using Planck + ACT DR6 with lensing (P-ACT-L).
A three-part series using the Fisher-bias formalism to ask, quantitatively, what
data-driven modifications to ΛCDM could resolve the Hubble tension without
degrading the fit elsewhere. Paper 1 showed a perturbative time-varying electron
mass can fully resolve the tension using Planck CMB data alone, though adding BAO
and supernova data breaks the solution. Paper 2 instead explored scale-dependent
modifications to the primordial power spectrum, again finding solutions that work
for Planck alone but conflict with BAO and supernova data. Paper 3 revisited the
recombination approach with newer ACT DR6 and DESI DR2 data, confirming the same
oscillatory recombination modification is robust to Planck alone, but still fails
once DESI DR2 BAO is included. Across all three, the same tension recurs: any
modification that raises H0 tends to lower the total matter density
Ωm, in conflict with late-time observations.
Compressed Gaussian Likelihood for the Planck Low-ℓ Data
2026
Fisher-matrix analyses require an analytic Gaussian χ2, but CMB
low-ℓ likelihoods — including Planck's SRoll2 EE data, currently the
tightest constraint on the reionization optical depth τ — are
non-Gaussian. We show that an offset log-normal likelihood is exactly Gaussian in
the log-transformed power spectrum amplitude, letting it serve as a proxy for the
true likelihood in Fisher-matrix analyses without any explicit change of variables.
Building on this, we compress the SRoll2 likelihood into a small number of
piecewise offset log-normal fits, validate it against the full SRoll2 likelihood
via MCMC (with Planck and ACT DR6 data) across standard and extended ΛCDM
models, and release it as planck-gaussian-lowl, a lightweight
public Python package.
Magnetic Fields from Small-Scale Primordial Perturbations
2024 · with Y. Ali-Haïmoud
Magnetic field power spectrum from adiabatic perturbations, including the baryon-dark matter relative velocity correction.
Weak cosmic magnetic fields can be seeded before recombination via the
Biermann-battery mechanism, sourced by density and temperature gradients acting on
free electrons. We computed these fields self-consistently — including
baryon-dark matter relative velocities — for both standard adiabatic
perturbations and non-standard small-scale isocurvature perturbations. Standard
adiabatic perturbations yield fields with rms ∼10−15 nG on
∼kpc comoving scales at cosmic dawn, a plausible seed for present-day galactic
and cluster magnetic fields. Pushing to current upper limits on small-scale
isocurvature perturbations could enhance this considerably, suggesting magnetic
fields as a novel, if currently unobservable, probe of poorly constrained
small-scale initial conditions.
Magnetic FieldsPrimordial PerturbationsCosmic Dawn
Probing Light Relics with 21-cm Cosmic Dawn Surveys
2023 – 2024 · with S. C. Hotinli
Fisher forecast constraints on Neff combining delensed CMB-S4 and DESI 21-cm survey configurations.
We assessed how much upcoming 21-cm surveys of cosmic dawn
(12 ≲ z ≲ 30), like the Square Kilometre Array,
can sharpen constraints on the effective number of relativistic species
Neff — a key probe of light particles beyond the Standard Model
— on top of CMB-S4, the Simons Observatory, and DESI. Including SKA
cosmic-dawn data alongside CMB-S4 tightens constraints to
2σ(Neff) = 0.034, and once the degeneracy with the
primordial helium fraction Yp is accounted for, sensitivity to both
Neff and the dark matter density improves by more than a factor of two.
Cosmic Birefringence via Polarized Sunyaev-Zel'dovich Tomography
2022 · with S. C. Hotinli, M. Kamionkowski
Cross-correlation between the galaxy overdensity and CMB E-mode polarization used in the pSZ tomography reconstruction.
If the physics of the dark sector violates parity symmetry, CMB photons' linear
polarization can rotate as they traverse the dark-sector background —
"cosmic birefringence," for which recent CMB EB-spectrum measurements show
~3σ hints. We show that polarized Sunyaev-Zel'dovich (pSZ) tomography, which
reconstructs the CMB quadrupole seen by free electrons at different redshifts, can
independently probe the redshift dependence of this rotation and help calibrate
instrumental polarization-angle systematics. As an example, pSZ tomography could
probe axion-like dark energy with masses
≲ 10−32 eV, sourcing ∼0.1° of rotation
between reionization and recombination.
Probing Small-Scale Isocurvature Perturbations with the CMB
2021 · with Y. Ali-Haïmoud
Baryon and cold dark matter isocurvature perturbations are essentially unconstrained
on sub-Mpc scales. We developed a formalism for how small-scale baryon perturbations,
with arbitrary time and scale dependence, alter the mean free-electron abundance
during recombination and thus imprint on CMB anisotropies. Applying this to Planck
data across four isocurvature scenarios (pure baryon, pure CDM, compensated, and
joint baryon-CDM), we found no evidence for such perturbations and set upper limits
on their initial power spectrum on comoving scales
1 Mpc−1 ≤ k ≤ 103 Mpc−1
— and showed this ingredient does not resolve the Hubble tension. A generalized
Fisher forecast indicates a CMB Stage-4 experiment could probe 3–10×
deeper than current Planck limits.
Precision CMB analyses depend on an accurate recombination history, but the most
accurate codes were too slow to run inside cosmological parameter searches, and the
fast ones (e.g. RECFAST) weren't accurate enough. HYREC-2 closes that
gap: an effective 4-level atom model captures the non-equilibrium behavior of highly
excited hydrogen states, with a tabulated correction for Lyman-α radiative
transfer, reproducing the accuracy of the original HYREC and COSMOREC codes while
running in under a millisecond. It introduces no detectable bias in cosmological
parameters even for an ideal, cosmic-variance-limited experiment out to
ℓ = 5000, and has since been incorporated into CLASS and CAMB.