Pith Number

pith:GBHLV3DP

pith:2024:GBHLV3DPZL4R4SM26ROG4UNCDA

not attested not anchored not stored refs pending

Spatial-Temporal Large Language Model for Traffic Prediction

Cheng Long, Chenxi Liu, Qianxiong Xu, Rui Zhao, Sun Yang, Zhishuai Li, Ziyue Li

arxiv:2401.10134 v4 · 2024-01-18 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GBHLV3DPZL4R4SM26ROG4UNCDA}

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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

2 papers in Pith

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

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Receipt and verification

First computed	2026-07-05T08:40:58.526483Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

304ebaec6fcaf91e499af45c6e51a2180a4d1759e1b3a4e7692ccc6457f0ce6a

Aliases

arxiv: 2401.10134 · arxiv_version: 2401.10134v4 · doi: 10.48550/arxiv.2401.10134 · pith_short_12: GBHLV3DPZL4R · pith_short_16: GBHLV3DPZL4R4SM2 · pith_short_8: GBHLV3DP

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/GBHLV3DPZL4R4SM26ROG4UNCDA \
  | 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: 304ebaec6fcaf91e499af45c6e51a2180a4d1759e1b3a4e7692ccc6457f0ce6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7648570c3b46be9ac45a71963a58f5b4626c51ee2dbe61c898df44aebaa3365",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-18T17:03:59Z",
    "title_canon_sha256": "7c686d363f2158f9365d2389038e2d2d4c2d3c85a8367b28b3305cf2e7964e17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10134",
    "kind": "arxiv",
    "version": 4
  }
}