Pith Number

pith:ZIX6HKTP

pith:2021:ZIX6HKTPQX3LQ5V6OTZUSOWIGK

not attested not anchored not stored refs pending

Machine Learning in the Search for New Fundamental Physics

Benjamin Nachman, David Shih, Georgia Karagiorgi, Gregor Kasieczka, Scott Kravitz

arxiv:2112.03769 v1 · 2021-12-07 · hep-ph · hep-ex · physics.data-an · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZIX6HKTPQX3LQ5V6OTZUSOWIGK}

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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

6 papers in Pith

Local Conformal Predictions for Calibrated Surrogates

Heavy-Flavor Electron Classification Using Hadronic Environment as Point Cloud

Probing lepton flavor mixing in $W_R$ searches with machine learning at the LHC

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

Probing Proton Structure via Physics-Guided Neural Networks in Holographic QCD

Receipt and verification

First computed	2026-07-05T03:38:49.482507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca2fe3aa6f85f6b876be74f3493ac8329166e5c558a5e16e6b2299bc8a102788

Aliases

arxiv: 2112.03769 · arxiv_version: 2112.03769v1 · doi: 10.48550/arxiv.2112.03769 · pith_short_12: ZIX6HKTPQX3L · pith_short_16: ZIX6HKTPQX3LQ5V6 · pith_short_8: ZIX6HKTP

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/ZIX6HKTPQX3LQ5V6OTZUSOWIGK \
  | 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: ca2fe3aa6f85f6b876be74f3493ac8329166e5c558a5e16e6b2299bc8a102788

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee8b934b005df9d680ee9ca808b80c4057fd5d7c8e9d306f49bd160e1260e98e",
    "cross_cats_sorted": [
      "hep-ex",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "hep-ph",
    "submitted_at": "2021-12-07T15:26:42Z",
    "title_canon_sha256": "43b8f98a3530749d76553a5b22e0f334189d40178867d50a02fecfaf96314aba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03769",
    "kind": "arxiv",
    "version": 1
  }
}