Pith Number

pith:DDY2N2YP

pith:2023:DDY2N2YPKV24B4BNSHVL654BWI

not attested not anchored not stored refs pending

Message Passing Neural Networks for Traffic Forecasting

Arian Prabowo, Flora D. Salim, Hao Xue, Piotr Koniusz, Wei Shao

arxiv:2305.05740 v1 · 2023-05-09 · cs.LG · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DDY2N2YPKV24B4BNSHVL654BWI}

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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

Network Digital Twin for Congestion-Aware Predictive Traffic Routing using Graph MPNNs

Receipt and verification

First computed	2026-07-05T06:08:56.296571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18f1a6eb0f5575c0f02d91eabf7781b23a8ab22e6390fce4a45623154077beae

Aliases

arxiv: 2305.05740 · arxiv_version: 2305.05740v1 · doi: 10.48550/arxiv.2305.05740 · pith_short_12: DDY2N2YPKV24 · pith_short_16: DDY2N2YPKV24B4BN · pith_short_8: DDY2N2YP

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/DDY2N2YPKV24B4BNSHVL654BWI \
  | 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: 18f1a6eb0f5575c0f02d91eabf7781b23a8ab22e6390fce4a45623154077beae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f68027beba40b52327f2c0a1362296a44a306950c18e2ed0765783eccf18e35e",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-09T19:33:52Z",
    "title_canon_sha256": "dcbd72498660c7ffd492773783e74cbe800bae8b5ec1e34dc6bd0841cbb9e0f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.05740",
    "kind": "arxiv",
    "version": 1
  }
}