Pith Number

pith:4Q5GFJNL

pith:2023:4Q5GFJNL5PKNDS7CSRIEQ7X3Q2

not attested not anchored not stored refs pending

Predicting COVID-19 pandemic by spatio-temporal graph neural networks: A New Zealand's study

Long Tran-Thanh, Nhung Nghiem, Truong Son Hy, Viet Bach Nguyen

arxiv:2305.07731 v1 · 2023-05-12 · cs.LG · physics.soc-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{4Q5GFJNL5PKNDS7CSRIEQ7X3Q2}

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

EpiLLM: Unlocking the Potential of Large Language Models in Epidemic Forecasting

Receipt and verification

First computed	2026-07-05T06:10:11.839928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e43a62a5abebd4d1cbe29450487efb869e5b3a1141183c925858922a5b3627df

Aliases

arxiv: 2305.07731 · arxiv_version: 2305.07731v1 · doi: 10.48550/arxiv.2305.07731 · pith_short_12: 4Q5GFJNL5PKN · pith_short_16: 4Q5GFJNL5PKNDS7C · pith_short_8: 4Q5GFJNL

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/4Q5GFJNL5PKNDS7CSRIEQ7X3Q2 \
  | 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: e43a62a5abebd4d1cbe29450487efb869e5b3a1141183c925858922a5b3627df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e52236505fb6442180d2e0f8870d2890f1f5eac4d7ede3e84a269c8e356fa610",
    "cross_cats_sorted": [
      "physics.soc-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-12T19:00:17Z",
    "title_canon_sha256": "f93140d46107fea1f2e4ed08eb24b9e20a38c0bf0bca9cf551bd8ae01a8b6f16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.07731",
    "kind": "arxiv",
    "version": 1
  }
}