Pith Number

pith:MZVH5GJH

pith:2025:MZVH5GJHEUP2CL2CXQXDPCT36R

not attested not anchored not stored refs pending

Generative AI in Transportation Planning: A Survey

Benjamin Stabler, Ben Zhou, Dongjie Wang, Huaiyuan Yao, Hua Wei, Li Li, Longchao Da, Ram Pendyala, Shreyas Bachiraju, Tiejin Chen, Xiyang Hu, Xuesong Zhou, Yezhou Yang, Yue Zhao, Yushun Dong, Zhengzhong Tu, Zhuoheng Li

arxiv:2503.07158 v6 · 2025-03-10 · 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{MZVH5GJHEUP2CL2CXQXDPCT36R}

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

4 papers in Pith

MobEvolve: An Agentic Self-Evolving Heuristic System for Interpretable Human Mobility Generation

LiloDriver: A Lifelong Learning Framework for Closed-loop Motion Planning in Long-tail Autonomous Driving Scenarios

Broadening Access to Transportation Safety Data with Generative AI: A Schema-Grounded Framework for Spatial Natural Language Queries

A Two-Level Plackett-Luce Model for preference modeling in smart mobility platforms

Receipt and verification

First computed	2026-07-05T11:07:21.588557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

666a7e9927251fa12f42bc2e378a7bf459736fe93f85fc08b243d117815f9571

Aliases

arxiv: 2503.07158 · arxiv_version: 2503.07158v6 · doi: 10.48550/arxiv.2503.07158 · pith_short_12: MZVH5GJHEUP2 · pith_short_16: MZVH5GJHEUP2CL2C · pith_short_8: MZVH5GJH

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/MZVH5GJHEUP2CL2CXQXDPCT36R \
  | 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: 666a7e9927251fa12f42bc2e378a7bf459736fe93f85fc08b243d117815f9571

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40e0b779b7d75e5b3ea51f7ce3a5094bc857a99febcc47c8a42a0f0adb182ce5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-10T10:33:31Z",
    "title_canon_sha256": "329607c2679cbbc6999e0ff7c834faa29ed501adfcf5d14412afbef8d6cada25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07158",
    "kind": "arxiv",
    "version": 6
  }
}