# Rolling Lit Watchlist (Top 10)

**Updated:** 2026-09-05 ~11:30 ET · **Rule:** open abs only · update only when a new item ranks in · max 1 page  
**Tracks:** Prop-01 SR · Prop-02 materials UQ/AL · Prop-03 Hubble/EDE/Cobaya  
**Resume note:** UNPAUSE sweep — three new abs ranked in (EDE / dark-sirens / QUBO-AL). `support_claim` stays false.

| # | ID | Track | One-line why | Status |
|---|-----|-------|--------------|--------|
| 1 | [2608.26507](https://arxiv.org/abs/2608.26507) | 03 | **NEW** inverse power-law EDE → H0~70.2 (CMB+BAO+SN+H0DN) | Cobaya EDE menu |
| 2 | [2609.04112](https://arxiv.org/abs/2609.04112) | 03 | NMC evolving DE + GW/EM sirens | priority widen |
| 3 | [2608.30599](https://arxiv.org/abs/2608.30599) | 03 | **NEW** dark sirens + incomplete catalogs (clustering prior) | siren path |
| 4 | [2609.03062](https://arxiv.org/abs/2609.03062) | 03 | Dark-sector × dynamical DE + DESI DR2 | Cobaya queue |
| 5 | [2608.28260](https://arxiv.org/abs/2608.28260) | 03 | GPAge mid-time H0 — cite OK; no “resolved” w/o Cobaya repro | cleared / repro |
| 6 | [2609.03537](https://arxiv.org/abs/2609.03537) | 03 | Shark SAM bright z>10 in ΛCDM — damp JWST→EDE | weighting |
| 7 | [2608.28239](https://arxiv.org/abs/2608.28239) | 02 | **NEW** QUBO-compatible AL + GNN for HEA inverse design | AL/GNN watch |
| 8 | [2609.03352](https://arxiv.org/abs/2609.03352) | 01 | GPU LM constant-opt tree GP SR — post-E1 PySR optional | parked post-E1 |
| 9 | [2608.25291](https://arxiv.org/abs/2608.25291) | 01 | InsightSR LLM+PySR — parked until E1-reduced rates | parked |
| 10 | [2608.26016](https://arxiv.org/abs/2608.26016) | 02 | **NEW** BO for self-driving materials labs (SDL loop) | AL adjacent |

**Dropped vs prior (still filed in track watches, not top-10):** `2609.04192` Euclid halos · `2609.03578` HT RS · `2609.03576` SALTED · `2609.02114` EuIn₂Sb₂  

**Also noted (not top-10):** `2609.01102` neural SR · `2608.26276` SPINE ΛCDM P(k) symbolic emulator · `2609.03089` TDCOSMO XXIX JWST lenses  

**Baselines (not news):** PhySO `2303.03192` · PySR `2305.01582` · SRBench `2107.14351` · materialsUQ `2211.02235` · OC20 `2010.09990`  

**Protocol bar:** no force reopen on 01a/02a/03; InsightSR still parked; site live — lit does not edit site.