Pith Number

pith:55GR3LUH

pith:2025:55GR3LUHFD6WTBQNOI3VNNW6G5

not attested not anchored not stored refs pending

LLM-based Human-like Traffic Simulation for Self-driving Tests

Bing Mao, Fengyuan Xu, Han Gao, Hao Wu, Sheng Zhong, Wendi Li

arxiv:2508.16962 v1 · 2025-08-23 · cs.RO · 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{55GR3LUHFD6WTBQNOI3VNNW6G5}

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.

Receipt and verification

First computed	2026-07-05T11:58:07.221260Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef4d1dae8728fd69860d723756b6de377cb9584ad9cbfc087df9da115e54e48b

Aliases

arxiv: 2508.16962 · arxiv_version: 2508.16962v1 · doi: 10.48550/arxiv.2508.16962 · pith_short_12: 55GR3LUHFD6W · pith_short_16: 55GR3LUHFD6WTBQN · pith_short_8: 55GR3LUH

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/55GR3LUHFD6WTBQNOI3VNNW6G5 \
  | 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: ef4d1dae8728fd69860d723756b6de377cb9584ad9cbfc087df9da115e54e48b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d21916745f02de61712539632bdbbb60be170ac5683e2cd5564c6ea5237f5728",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-08-23T09:30:55Z",
    "title_canon_sha256": "dbb4af47824ebaa4291a3f800dc01fcc23664a28c29d5485ece5f5c5a4921b7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.16962",
    "kind": "arxiv",
    "version": 1
  }
}