Pith Number

pith:JFMNAIWI

pith:2023:JFMNAIWI3UUUUJWD23O3FI5FYP

not attested not anchored not stored refs pending

When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook

Hao Liu, Hui Xiong, Wenzhao Jiang

arxiv:2312.12477 v3 · 2023-12-19 · cs.LG · cs.AI · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JFMNAIWI3UUUUJWD23O3FI5FYP}

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

Physics-Informed Neural Networks For Semiconductor Film Deposition: A Review

Receipt and verification

First computed	2026-07-05T08:33:34.029089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4958d022c8dd294a26c3d6ddb2a3a5c3f0e83c537629e8918e3e51592f8fbb52

Aliases

arxiv: 2312.12477 · arxiv_version: 2312.12477v3 · doi: 10.48550/arxiv.2312.12477 · pith_short_12: JFMNAIWI3UUU · pith_short_16: JFMNAIWI3UUUUJWD · pith_short_8: JFMNAIWI

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/JFMNAIWI3UUUUJWD23O3FI5FYP \
  | 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: 4958d022c8dd294a26c3d6ddb2a3a5c3f0e83c537629e8918e3e51592f8fbb52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24ddfe4ffceba466bcb70680bedc1165246e0ee76722dda2f0ff5d408215ee67",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-19T13:26:14Z",
    "title_canon_sha256": "7cccda4c7fd1710c36e5d40f9bfb738d372683c230276fa7aebfe7f4edf949c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.12477",
    "kind": "arxiv",
    "version": 3
  }
}