Pith Number

pith:RHLZ5M6F

pith:2022:RHLZ5M6F63MDWQMGWTJ2O46UAW

not attested not anchored not stored refs pending

Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges

Daniel Murnane, Gage DeZoort, Grigorios Chachamis, Javier Duarte, Kazuhiro Terao, Mark S. Neubauer, Michael Kagan, Paolo Calafiura, Sanmay Ganguly, Savannah Thais

arxiv:2203.12852 v2 · 2022-03-23 · hep-ex · cs.LG · hep-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RHLZ5M6F63MDWQMGWTJ2O46UAW}

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

5 papers in Pith

Probing SMEFT Operators through $t\bar{t}t\bar{t}$ Production with Hyper-Graph Neural Networks at the LHC

NuGraph2 with Context-Aware Inputs: Physics-Inspired Improvements in Semantic Segmentation

KIGNet: Physics-Motivated Multi-Graph Representation Learning for Explainable Jet Tagging

Dissecting Jet-Tagger Through Mechanistic Interpretability

Explainable AI for Jet Tagging: A Comparative Study of GNNExplainer, GNNShap, and GradCAM for Jet Tagging in the Lund Jet Plane

Receipt and verification

First computed	2026-07-05T04:08:43.611728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89d79eb3c5f6d83b4186b4d3a773d405af85835439ba420b17abd164bf442ec5

Aliases

arxiv: 2203.12852 · arxiv_version: 2203.12852v2 · doi: 10.48550/arxiv.2203.12852 · pith_short_12: RHLZ5M6F63MD · pith_short_16: RHLZ5M6F63MDWQMG · pith_short_8: RHLZ5M6F

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/RHLZ5M6F63MDWQMGWTJ2O46UAW \
  | 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: 89d79eb3c5f6d83b4186b4d3a773d405af85835439ba420b17abd164bf442ec5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cab9cc03775e0a1c21abcd014fd978715e738479934fbb710bbc52bc37a59758",
    "cross_cats_sorted": [
      "cs.LG",
      "hep-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "hep-ex",
    "submitted_at": "2022-03-23T04:36:04Z",
    "title_canon_sha256": "52167b40ee0e0325372864089cba86649fa6f7deb1b6a88306a64268be9ccd4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.12852",
    "kind": "arxiv",
    "version": 2
  }
}