Research Blog
Short posts, paper summaries, and research updates from the GW Paleontology Lab — covering both results from our group and highlights from the broader gravitational-wave and stellar astrophysics community. Meant as a resource for anyone wanting to stay up to date on the latest in gravitational-wave paleontology. Click any entry to expand it.
van Son et al. 2026 — Post-Mass-Transfer Binaries: A Living Catalog & Unified Review Jun 1, 2026
van Son, Yamaguchi, Nagarajan, Shenar, Sen, Laroche, Leiner, Sana & Pols (2026) · arXiv:2605.31290 · Interactive Catalog
Parts of the summary below are based on text and highlights provided by lead author Lieke van Son — with thanks and credit to her and the full author team.
Super cool paper on the arXiv today that is directly relevant for gravitational-wave paleontology — and honestly, one I've been hoping someone would write for a while.
Mass transfer is one of the most uncertain and consequential phases in binary stellar evolution. Whether a binary survives a mass transfer episode, and what happens to its orbital properties — separation, eccentricity, mass ratio — in the process, largely determines whether it can eventually form a merging compact object binary. Despite its central importance, mass transfer has been notoriously hard to constrain observationally, especially for massive star binaries where data has historically been very sparse. (For a great recent review of how little we know, see Marchant & Bodensteiner 2023.)
What makes this new paper so exciting is that the observational landscape is changing — fast. New surveys like Gaia, combined with a wealth of X-ray binaries, spectroscopic binaries, pulsar binaries, and a rapidly growing body of observations of binaries with white dwarfs, are flooding us with new data. Van Son et al. bring all of these together into a single unified catalog and review — a living, community-maintained resource of over 5,400 post-mass-transfer systems — and by doing so they are able to highlight patterns that would be invisible when looking at any one population in isolation.

The headline result — and the one I find most important for GW paleontology — is about eccentricity. One of the standard assumptions baked into most binary population synthesis codes (including the ones we use to model gravitational-wave sources) is that binaries circularize after mass transfer. This paper challenges that assumption head-on.

Looking at the full population together (Figure 2), a clear picture emerges: non-zero eccentricities are common throughout, across all periods and system classes. This is not a quirk of one exotic subpopulation — it appears to be a generic feature of binaries after mass transfer. The three key results I'd highlight:
- Post-mass-transfer systems are not circular. The data firmly constrains the median eccentricity as a function of log period, and circular is not a good description — at least for a significant subset of systems at most periods.
- Systems from presumed high-mass donors are more eccentric than those from low-mass donors. This asymmetry is a tantalizing hint that natal kicks — the velocity kick a neutron star or black hole receives at birth — may be playing a role in pumping up eccentricities in the more massive systems.
- The Gaia BH and NS systems are not outliers — except in mass ratio for the Gaia BHs. In terms of orbital properties, they appear to be part of the same broader post-mass-transfer population. This is a really striking result: rather than being mysterious one-off systems, these Gaia discoveries may be telling us something about binary mass transfer that applies much more generally — especially the wide WD+MS systems that have long been an outlier in our theoretical models.
The interactive online version of the catalog is genuinely fantastic, and potentially even more impactful than the paper itself:
→ binary-observations.github.io/post_mt_catalog/
You can sort, filter, and download the data; browse through interactive plots; and even suggest a missing system via a built-in interface to help improve the resource. This is community science done right.
From a GW paleontology perspective, the key takeaway is clear: we need to revisit the circularization assumption in our population synthesis simulations. If post-mass-transfer binaries are generically eccentric, then modeling their subsequent evolution — including how eccentricity affects later mass transfer episodes, supernova dynamics, and final merger timescales — matters. Eccentric mass transfer is technically hard to implement, but this paper makes the observational case for why it cannot keep being ignored. This is exactly the kind of observational anchor that GROWL-style frameworks need to pull against.
Big congratulations to Lieke van Son and the whole team on this one — it's a team effort and a major community resource.
GWTC-5: My Summary of the New Gravitational-Wave Catalog May 29, 2026
This is my astrophysics-focused summary of the new GWTC-5 gravitational-wave catalog papers released by the LIGO–Virgo–KAGRA (LVK) collaboration. It is a biased summary: I come at this from the angle of trying to use gravitational-wave data to understand the lives of massive stars, and the results I find most exciting reflect that. I gave a talk on this for the group this week; some of the thoughts below are drawn from that discussion.
Part I: What is GWTC-5?
GWTC-5 was released earlier this week — a suite of at least eight papers plus a new catalog. In a sentence: LVK has announced their gravitational-wave detections from the second half of their fourth observing run (O4b), analyzed the full combined dataset, and released a range of scientific results built on those detections.
Three things happened simultaneously:
- LVK published the new individual compact-binary merger detections from O4b, including estimated source properties (masses, spins, distances).
- These are added to previous detections from O1, O2, O3, and O4a, forming GWTC-5 — the fifth gravitational-wave transient catalog, with over 390 candidates in total.
- Using this expanded dataset, LVK analyzed population properties, cosmological constraints, tests of general relativity, and lensing signatures — each as a separate companion paper.
One thing I love about this release is the video below, originally shared by Gabriele Vajente. It shows the growth of the "stellar graveyard" — a visualization of the masses of all compact objects detected with gravitational waves, accumulating over time from O1 through O4b. It really drives home how rapidly this field is growing.

The catalog now contains 391 events. When I started working in gravitational waves around 2016, we knew all the event names by heart. Those days are gone.
Part II: The Companion Papers (Brief Overview)
- Intro: arXiv:2605.27223 — overview of observing runs, detector network, and catalog conventions
- Methods: arXiv:2605.27224 — how raw data become a catalog of events
- Open Data: arXiv:2605.27090 — what data are publicly available and how to access them
- GWTC-5 Catalog: arXiv:2605.27225 — the new detections from O4b ⭐
- GW Populations: arXiv:2605.27226 — population properties of compact binaries ⭐
- Constraints on the Cosmic Expansion Rate: arXiv:2605.27227
- Tests of General Relativity (to be published)
- Searches for GW Lensing Signatures (to be published)
The Methods paper describes the full pipeline from raw detector data to a catalog entry. The table below shows the different independent search pipelines used — each has its own strengths, and having multiple is important since some events are only found by one pipeline.

The Open Data paper sets a high standard for open science — every figure in the papers can be reproduced from downloadable data files, with independent parameter-estimation pipelines from groups outside LVK also publicly available. That is not trivial, and it is something our community should be proud of.
Part III: The Catalog Paper — New Detections from O4b
The Numbers
- 161 compact binary coalescence candidates with pastro > 0.5
- 104 events with FAR < 1 yr−1 — high-confidence catalog (~88% purity)
- All consistent with binary black holes (BBH) — no BNS or NSBH systems
- 5 BBH signals with network SNR > 30, with the highest ever recorded SNR of 76.9 for GW250114_082203
- Combined with previous catalogs: 390 total candidates with pastro ≥ 0.5


Highlighted Events
Total mass ~25 M☉, mass ratio ~1:3, with a misaligned primary spin (χeff ≈ +0.5) — suggesting a possible hierarchical merger origin in a dense stellar environment. The closest of the new O4b candidates, at ~0.21 Gpc.
May be the first GW event to require a negative effective inspiral spin (χeff = −0.31+0.23−0.18). Another possible hierarchical merger candidate. I'll return to what this means for spin population inference below.
90% credible sky area of just 6 deg2 — an extraordinary improvement enabling much more targeted electromagnetic follow-up. Typical GW events are localized to hundreds or thousands of square degrees.
The highest network SNR ever recorded: 76.9. For reference, GW150914 — the first detection — had an SNR of about 24. This allows very precise measurements of source properties and stringent tests of general relativity.

Part IV: The Populations Paper
The Populations paper (arXiv:2605.27226) asks: what is the distribution of masses, spins, and merger rates across the full population? Two complementary approaches are used:
| Parametric model (FullPop) | Non-parametric model (PixelPop) |
|---|---|
| Assumes a specific functional form; infers a small set of parameters. Strong assumptions, low statistical uncertainty. | Divides parameter space into bins; infers rate in each bin directly. Fewer model assumptions, but more uncertainty. |
Merger Rates

- The BNS rate has decreased somewhat compared to earlier estimates — earlier high estimates were heavily influenced by GW170817, a very nearby event. As the sample grows, the rate converges to something more reliable.
- The BBH rate remains broadly consistent with previous estimates, with slightly smaller uncertainties.
- There is a non-zero IMBH rate — tantalizing, but very uncertain.
Mass Distribution

- No empty gap between 3–5 M☉. GWTC-5 rules out a completely empty lower mass gap — this is now solidly established.
- Features at ~10 M☉ and ~35 M☉ persist across models. Their origin is debated.
- No clean pair-instability supernova (PISN) gap. The distribution extends smoothly past 50 M☉ — likely because hierarchical mergers in dense environments fill in any intrinsic PISN gap.
- The mass ratio distribution peaks near q = 1 (equal mass), declining gradually toward more unequal ratios.
The χeff Puzzle

This is the result I find most striking — and most confusing:
- The χeff distribution is asymmetric: more systems have spins aligned with the orbit than anti-aligned.
- At least 9–40% of mergers must originate from preferentially aligned channels (e.g., isolated binary evolution) to explain the asymmetry.
- Yet the models also find that ~39% of binaries have negative χeff — which, if true, would imply the majority of events come from dynamical formation.
My honest take: I am not convinced. Spin inference is notoriously difficult and strongly correlated with mass ratio. The PixelPop smoothness prior will always spread a near-zero distribution into both positive and negative territory. I want to see more high-SNR events like GW241110 that individually require negative χeff before drawing firm conclusions. That said, the positive asymmetry is real and persistent — at least some isolated binary evolution contribution is hard to avoid.
The χeff–q Correlation: a Puzzle That Is Fading
Since GWTC-2.0, several analyses had reported a trend where more unequal-mass systems tend to have higher χeff. GWTC-5.0 finds decreased evidence that the mean of χeff evolves with q — suggesting the earlier signal may have been partly a statistical fluctuation, which simplifies the formation interpretation considerably. A broadening of the χeff distribution at certain mass ratios may still be real, and warrants follow-up.
Redshift Evolution

The BBH merger rate rises with redshift, broadly following the star-formation rate — as expected. But the new inferred slope is slightly shallower than in previous catalogs. This may favor longer delay times between star formation and merger, or a steeper metallicity dependence.
Final Thoughts
GWTC-5 is an extraordinary release. A few things I personally find most exciting or most puzzling:
- No neutron star detections in O4b. Binary neutron stars are rare — or their merger rate is lower than early estimates. For those of us studying r-process enrichment and heavy element origins, this matters.
- The ~10 M☉ and ~35 M☉ features are real and persistent. These are crying out for a systematic comparison to theoretical models across a large range of stellar physics assumptions.
- No PISN gap. Multiple formation channels are clearly overlapping in the observed spectrum.
- The χeff–q mean correlation is weakening — good news for formation theory.
- The spin story is genuinely confusing. Something about inferring populations from noisy individual measurements is making this hard to interpret. I'd rather wait for more high-SNR events before drawing firm formation-channel conclusions.
- GW250114 with SNR = 76.9 is a gift. High-SNR events do more science per event than many low-SNR detections combined. Improving detector sensitivity is genuinely the best path forward.
It's a great time to be in this field.
Note: This is a personal summary written from an astrophysics/formation-theory perspective. For the authoritative results, please refer directly to the LVK papers linked above. All figures are from the LVK GWTC-5 papers, reproduced here for educational commentary.
