sciencehub-team/constellarationPublic

ConStellaration leaderboard, scored again

Our evaluations of leaderboard submissions, and the leaderboard's own recorded results without the submitted boundaries.

File	What it holds
data/entries.parquet	One row per single-objective submission and per MHD-stable point: submitter, date, recorded objectives, feasibility, score
data/rescored.parquet	One row per boundary we evaluated: environment, our metrics and feasibility beside the recorded ones, time, memory
build_data.py	Writes both files, and the evaluate notebook's data/leading-front.json, from the results dataset and the output of scripts/rescore.py
scripts/rescore.py	Evaluates leaderboard submissions again; reads them from Hugging Face when it runs

• Source: https://huggingface.co/datasets/proxima-fusion/constellaration-bench-results, last modified 25 October 2026. The results dataset states no licence, so the submitted boundaries are not copied here.
• Licence of the code: scripts/rescore.py adapts compute_flux_compression_in_regions_of_bad_curvature from constellaration v0.2.6, MIT licence, Copyright (c) 2025-present Proxima Fusion GmbH; the notice is in UPSTREAM-LICENSE.
• Computed with: constellaration 0.2.6 on x86-64. Rows with run "leaderboard environment" or "flux compression only" ran on Python 3.10 with booz-xform 0.0.9 built from source, as the leaderboard does; rows with run "kernel image" ran in ScienceHub's kernel image on Python 3.13 with booz-xform 0.1.0. The python and booz_xform columns say which.