Pith Number

pith:VTDH52T3

pith:2025:VTDH52T3XKNMCRURPAKT2NJG4H

not attested not anchored not stored refs pending

Large Language Models for Traffic and Transportation Research: Methodologies, State of the Art, and Future Opportunities

Bo Zou, Guanhao Xu, Huiying Fan, Jingran Sun, Jonathan Sprinkle, Matthew Barth, Meiyi Ma, Ruili Yao, Tong Liu, Xia Wang, Xi Cheng, Yejia Liao, Yimo Yan, Yong-Hong Kuo, Zemian Ke, Ziyan An

arxiv:2503.21330 v1 · 2025-03-27 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VTDH52T3XKNMCRURPAKT2NJG4H}

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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

When control meets large language models: From words to dynamics

Receipt and verification

First computed	2026-07-05T10:40:23.336763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acc67eea7bba9ac1469178153d3526e1d60f91b16f3ed690313b6c30d63af654

Aliases

arxiv: 2503.21330 · arxiv_version: 2503.21330v1 · doi: 10.48550/arxiv.2503.21330 · pith_short_12: VTDH52T3XKNM · pith_short_16: VTDH52T3XKNMCRUR · pith_short_8: VTDH52T3

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/VTDH52T3XKNMCRURPAKT2NJG4H \
  | 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: acc67eea7bba9ac1469178153d3526e1d60f91b16f3ed690313b6c30d63af654

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40672ed39f299ba206dd2a57dc7c90d05bf5efd36f29ab64862264e52176845c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-03-27T10:10:30Z",
    "title_canon_sha256": "477500291b841f2516905a793d09444ea57b9ef92a6e420337e4f2dfd3344453"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.21330",
    "kind": "arxiv",
    "version": 1
  }
}