Pith Number

pith:OY575D4N

pith:2019:OY575D4NXOSSYFZLFEUQ64H7IY

not attested not anchored not stored refs pending

MadMiner: Machine learning-based inference for particle physics

Felix Kling, Irina Espejo, Johann Brehmer, Kyle Cranmer

arxiv:1907.10621 v2 · 2019-07-24 · hep-ph · hep-ex · physics.data-an · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OY575D4NXOSSYFZLFEUQ64H7IY}

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

Matrix element method at NLO: A fine proof of concept in POWHEG

AI-Driven Discovery of Information-Efficient Collider Observables for Interference Measurements

Neural simulation-based inference of the Higgs trilinear self-coupling via off-shell Higgs production

Enabling Structure-Only Initialization and Out-of-Distribution Generalization in GNN-based Molecular Dynamics Simulators

Receipt and verification

First computed	2026-07-05T00:34:16.451748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

763bfe8f8dbba52c172b29290f70ff460c8de769175ca815f8c45c5821b04e5e

Aliases

arxiv: 1907.10621 · arxiv_version: 1907.10621v2 · doi: 10.48550/arxiv.1907.10621 · pith_short_12: OY575D4NXOSS · pith_short_16: OY575D4NXOSSYFZL · pith_short_8: OY575D4N

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/OY575D4NXOSSYFZLFEUQ64H7IY \
  | 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: 763bfe8f8dbba52c172b29290f70ff460c8de769175ca815f8c45c5821b04e5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0bdbf28ffbb8cbd0ce514ae07a0a0973f2f5e201a6a5af225f4b1d38caeecbf8",
    "cross_cats_sorted": [
      "hep-ex",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "hep-ph",
    "submitted_at": "2019-07-24T18:00:02Z",
    "title_canon_sha256": "10faac5b2a6f0a3608370f1d00d1b248c5ac2b19281109b8c9e1c38f2d11f976"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.10621",
    "kind": "arxiv",
    "version": 2
  }
}