Pith. sign in
Pith Number

pith:5UWRYCMO

pith:2019:5UWRYCMOF3RUCI73A5LQHMNSAQ
not attested not anchored not stored refs pending

(Machine) Learning amplitudes for faster event generation

Fady Bishara, Marc Montull

arxiv:1912.11055 v2 · 2019-12-23 · hep-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5UWRYCMOF3RUCI73A5LQHMNSAQ}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T01:23:10.529417Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ed2d1c098e2ee34123fb075703b1b20422f222d64a0a74e8292cdaf7c2a3e011

Aliases

arxiv: 1912.11055 · arxiv_version: 1912.11055v2 · doi: 10.48550/arxiv.1912.11055 · pith_short_12: 5UWRYCMOF3RU · pith_short_16: 5UWRYCMOF3RUCI73 · pith_short_8: 5UWRYCMO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5UWRYCMOF3RUCI73A5LQHMNSAQ \
  | 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: ed2d1c098e2ee34123fb075703b1b20422f222d64a0a74e8292cdaf7c2a3e011
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "effe9dfa2830e310c3df67591bb7c73a993b767a94040dc0459faa3d28c950c8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "hep-ph",
    "submitted_at": "2019-12-23T19:00:04Z",
    "title_canon_sha256": "9ac28cf79c9603eda918904ca85953aff4df7a810f16aad2c06fef1f8817fcaa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.11055",
    "kind": "arxiv",
    "version": 2
  }
}