Pith Number

pith:3J6HQ6CG

pith:2024:3J6HQ6CGJTZ5DWCCUTF2KQNNHV

not attested not anchored not stored refs pending

Embracing Large Language Models in Traffic Flow Forecasting

Haomin Wen, Ming Zhang, Wei Ju, Xiao Luo, Yusheng Zhao, Zhiping Xiao

arxiv:2412.12201 v2 · 2024-12-15 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3J6HQ6CGJTZ5DWCCUTF2KQNNHV}

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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

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support

Receipt and verification

First computed	2026-07-05T11:46:38.085589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da7c7878464cf3d1d842a4cba541ad3d7cfd39221b244d94e523f4a9df844fb8

Aliases

arxiv: 2412.12201 · arxiv_version: 2412.12201v2 · doi: 10.48550/arxiv.2412.12201 · pith_short_12: 3J6HQ6CGJTZ5 · pith_short_16: 3J6HQ6CGJTZ5DWCC · pith_short_8: 3J6HQ6CG

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/3J6HQ6CGJTZ5DWCCUTF2KQNNHV \
  | 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: da7c7878464cf3d1d842a4cba541ad3d7cfd39221b244d94e523f4a9df844fb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9738b63f9312b508263d5697fbecc160e7dd5a1565a09f65bab85a5a9d188c55",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-15T03:08:28Z",
    "title_canon_sha256": "5ed07ef15c04e2c6bea92f22ff58e9cd3f8473622fca2b502bd2a8e1ccad6936"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12201",
    "kind": "arxiv",
    "version": 2
  }
}