Add the Higgs production multiclass task of Ho et al. (2026), Table 3:
ttH, ggF, VBF, WH, ZH from the ATLAS Open Data 13 TeV GamGam MC, pinned to
a Hugging Face dataset revision.
Data:
- derived branches split ``lep_*`` into electrons and muons and apply the
MV2c10 70% working point, so the pretraining node schema applies
- ``fold_modulus`` derives folds from event numbers in exact integers
- 64-event fixtures of the five samples and an end-to-end workflow test
Training:
- paper recipe (Adam 1e-4, 0.99 decay, stop after 5 epochs without
training-loss improvement) and ``best.pt`` selection by validation AUC
- checkpoint save_every_epochs/save_best/save_last are now honored;
per-epoch history.jsonl; evaluate can write metrics JSON
- macro precision/recall/F1 for multiclass tasks
- O(n log n) weighted ROC AUC on the metric device (was O(P*N) pairs)
Speed (A100, GamGam, batch 1024): about 56 s -> 35 s per epoch by default,
18 s with the opt-in paper_fast preset:
- loader worker pr…
9 days ago
chore: reorganize repository and move graph preparation into graphs
Track the documented Slurm wrappers that an unanchored slurm/ ignore rule
excluded, move graph-cache preparation from config.application into
graphs.preparation (outputs verified identical to main), archive rewrite
task specs under docs/history, move the paper source under docs/paper,
remove empty scaffolding, and refresh stale transformer documentation.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
PR 2 — Portable Public End-to-End Validation Fixture (#11)
- validation: use pinned public Hugging Face fixture (528346c0a2dcf57bc6f47e0e929113ae0f5ec47a)
- data: resolve training sources from Hugging Face (02920c2576f35911f7068c0379c06585ae9c8b57)
