Photo of Sirui Wu

Sirui Wu

Graduate · 2024 – 2026

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Papers & software together

Potamides: Mapping Dark Matter Halo Shapes from Stellar Stream Tracks in the Local UniversePotamides: Halo Shapes from Stream CurvaturePotamides

The galaxy ESO 186-063 seen edge-on, with its faint stellar stream fitted as a curved track. Arrows show the stream’s curvature, and the track is shaded by how often each point rejects a trial halo potential, over that potential’s equipotential contours.

The Astrophysical Journal 1010, 120ApJ 1010, 120·2026·S. Wu‡, N. Starkman, et al.S. Wu‡, N. Starkman, S. Pearson, et al.S. Wu‡, N. Starkman, S. Pearson, J. Nibauer, J. Miro-Carretero, D. Martinez-Delgado·The Astrophysical Journal 1010, 120ApJ 1010, 120·2026

The Astrophysical Journal 1010, 120ApJ 1010, 120·2026

A stellar stream’s curvature traces the pull of its host’s dark matter halo.

A stellar stream’s curvature traces the pull of its host’s dark matter halo. Applied to 15 streams from the Stellar Stream Legacy Survey, Potamides constrains each halo’s projected flattening and orientation. Streams with edge-on loops or sharp turns constrain it most, great-circle-like ones barely at all, and three hint that the stellar disk shapes the inner gravitational field. Led by Sirui Wu.

Potamides: JAX tools for curvature-based inference from stellar streamsPotamides: The SoftwarePotamides Software

Relative likelihood of a halo’s y-axis flattening, q₂, from a Potamides tutorial: a flat plateau from about 0.7 to 1.55 that contains the true value, q₂ = 1, falling to zero on either side.

Journal of Open Source Software 11, 10712JOSS 11, 10712·2026·S. Wu‡, N. Starkman, et al.S. Wu‡, N. Starkman, J. Nibauer, et al.S. Wu‡, N. Starkman, J. Nibauer, S. Pearson·Journal of Open Source Software 11, 10712JOSS 11, 10712·2026

Journal of Open Source Software 11, 10712JOSS 11, 10712·2026

Potamides is a JAX package that infers a galaxy’s mass distribution from the shapes of its stellar streams.

Potamides is a JAX package that infers a galaxy’s mass distribution from the shapes of its stellar streams. Instead of simulating a stream for every trial potential, it fits the observed track with splines and compares its curvature directly to the potential’s accelerations, covering the pipeline from annotating streams to evaluating likelihoods. Led by Sirui Wu.

When Streams Curve Away: a Test of Dark Matter from Extragalactic Stellar Stream PopulationsWhen Streams Curve Awaysubmitted

Likelihood ratio between CDM and SIDM plotted against the observed fraction of streams with a convex segment, for catalogs of 100, 1,000 and 10,000 streams. The curves steepen with catalog size; at 10,000 streams, either predicted rate is strongly favored.

The Astrophysical JournalApJ·2026submitted·N. Starkman, J. Nibauer, et al.N. Starkman, J. Nibauer, S. Pearson, et al.N. Starkman, J. Nibauer, S. Pearson, S. Wu‡, L. Necib·The Astrophysical JournalApJ·2026submitted

The Astrophysical JournalApJ·2026submitted

Cold dark matter predicts triaxial halos; self-interacting dark matter rounds them toward spheres.

Cold dark matter predicts triaxial halos; self-interacting dark matter rounds them toward spheres. A stellar stream in a spherical halo can never curve away from its host galaxy’s center in projection, but one in a triaxial halo can. The rate of these convexities tracks halo shape across a population, so catalogs on the scale of Euclid, Rubin and Roman can tell CDM from SIDM at up to 5σ.

Euclid Quick Data Release (Q1): The geometry of dark matter halos from extragalactic streamsHalo Geometry from Euclid StreamsEuclid Extragalactic Streamssubmitted

Stellar stream tracks from 13 Euclid galaxies, drawn as magenta curves and stacked over one host galaxy, as if every stream orbits a common center.

Astronomy & AstrophysicsA&A·2026submitted·Euclid Collaboration, N. Starkman, J. Nibauer, et al.Euclid Collaboration, N. Starkman, J. Nibauer, S. Pearson, et al.Euclid Collaboration, N. Starkman, J. Nibauer, S. Pearson, S. Wu‡, M. Walmsley, L. Necib, J. Bovy, F. R. Marleau, et al.·Astronomy & AstrophysicsA&A·2026submitted

Astronomy & AstrophysicsA&A·2026submitted

Euclid is turning up stellar streams around galaxies across a cosmological volume.

Euclid is turning up stellar streams around galaxies across a cosmological volume. A stream’s shape on the sky constrains the shape and center of its host’s dark matter halo, complementing weak lensing. Across 13 galaxies in Euclid’s first quick data release, halos are consistent with spherical, albeit with a mild preference for flattening, q = 0.95 (+0.05, −0.10), in line with ΛCDM. Thousands more streams are expected over the mission.

potamides

The potamides logo: a capital Phi, for the gravitational potential, its ring a stream of stars shaded teal into purple with three arrows a side pointing in, on a dark rounded square.

co-lead developer

Constrain gravitational potentials from stellar stream curvature

A JAX package that fits stream tracks with splines and compares their curvature directly to a potential's accelerations. Co-led with Sirui Wu.