Pith Number

pith:S3TKAVTM

pith:2024:S3TKAVTMXGUP6FDUEVRT3U4O43

not attested not anchored not stored refs pending

A Review of Graph Neural Networks in Epidemic Modeling

B. Aditya Prakash, Guancheng Wan, Max S. Y. Lau, Wei Jin, Zewen Liu

arxiv:2403.19852 v4 · 2024-03-28 · cs.LG · cs.SI · physics.soc-ph · q-bio.PE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S3TKAVTMXGUP6FDUEVRT3U4O43}

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

S2FGL: Spatial Spectral Federated Graph Learning

Receipt and verification

First computed	2026-07-05T09:04:34.169202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96e6a0566cb9a8ff147425633dd38ee6ef901f3b6d525dc55160f9158e566e5b

Aliases

arxiv: 2403.19852 · arxiv_version: 2403.19852v4 · doi: 10.48550/arxiv.2403.19852 · pith_short_12: S3TKAVTMXGUP · pith_short_16: S3TKAVTMXGUP6FDU · pith_short_8: S3TKAVTM

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/S3TKAVTMXGUP6FDUEVRT3U4O43 \
  | 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: 96e6a0566cb9a8ff147425633dd38ee6ef901f3b6d525dc55160f9158e566e5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "559fc0b77391e3ece1ae9ceaa1e131339bff6712f2d276439e2808061ff704ab",
    "cross_cats_sorted": [
      "cs.SI",
      "physics.soc-ph",
      "q-bio.PE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-28T21:54:48Z",
    "title_canon_sha256": "a2bbab8db60e500e434bc41f6f305d0a05462462d8e97672cfd65d8a07e32723"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19852",
    "kind": "arxiv",
    "version": 4
  }
}