Pith Number

pith:DATE5KRP

pith:2022:DATE5KRPDFZMW35NTZY4F4UGTU

not attested not anchored not stored refs pending

Exploring Parameter Spaces with Artificial Intelligence and Machine Learning Black-Box Optimisation Algorithms

Fernando Abreu de Souza, Mehraveh Nikjoo, Miguel Crispim Rom\~ao, Nuno Filipe Castro, Werner Porod

arxiv:2206.09223 v1 · 2022-06-18 · hep-ph · physics.comp-ph · physics.data-an

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DATE5KRPDFZMW35NTZY4F4UGTU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

BSMArt 2: simpler and faster parameter space scans

EasyScan_HEP 2: Agent-Ready Parameter Scans for High-Energy Physics

Good flavor search in SU(5): a machine learning approach

Machine Learning in the 2HDM2S model for Dark Matter

Receipt and verification

First computed	2026-07-05T05:39:15.142383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18264eaa2f1972cb6fad9e71c2f2869d0d91fcc81f1e0376639cb8e62764b0e0

Aliases

arxiv: 2206.09223 · arxiv_version: 2206.09223v1 · doi: 10.48550/arxiv.2206.09223 · pith_short_12: DATE5KRPDFZM · pith_short_16: DATE5KRPDFZMW35N · pith_short_8: DATE5KRP

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DATE5KRPDFZMW35NTZY4F4UGTU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 18264eaa2f1972cb6fad9e71c2f2869d0d91fcc81f1e0376639cb8e62764b0e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a8a0efd48e434241806159476c35f0ebf39b8ff326fed582b93abeb6e252584",
    "cross_cats_sorted": [
      "physics.comp-ph",
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "hep-ph",
    "submitted_at": "2022-06-18T15:27:31Z",
    "title_canon_sha256": "4d6d3f048b77ae00ffee585d7b920edce530cff7fc4e5a683bf786ad60daeed1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.09223",
    "kind": "arxiv",
    "version": 1
  }
}