pith. sign in
Pith Number

pith:GNQJYNH5

pith:2019:GNQJYNH5ATA3LHRUOD6VIHWA2R
not attested not anchored not stored refs pending

CityFlow: A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario

Chang Liu, Haiming Jin, Huichu Zhang, Siyuan Feng, Weinan Zhang, Yaoyao Ding, Yichen Zhu, Yong Yu, Zhenhui Li, Zihan Zhou

arxiv:1905.05217 v1 · 2019-05-13 · cs.MA · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GNQJYNH5ATA3LHRUOD6VIHWA2R}

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 2026-05-17T23:46:17.158222Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

33609c34fd04c1b59e3470fd541ec0d47172150aefd34b63fd55e7e1acb5bcf8

Aliases

arxiv: 1905.05217 · arxiv_version: 1905.05217v1 · doi: 10.48550/arxiv.1905.05217 · pith_short_12: GNQJYNH5ATA3 · pith_short_16: GNQJYNH5ATA3LHRU · pith_short_8: GNQJYNH5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GNQJYNH5ATA3LHRUOD6VIHWA2R \
  | 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: 33609c34fd04c1b59e3470fd541ec0d47172150aefd34b63fd55e7e1acb5bcf8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0623e95b5b0243a10f77b2c09832d26bd022034447dfa7be640124aa94a2e154",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2019-05-13T18:07:41Z",
    "title_canon_sha256": "cfc039286931d67ca13d75754f9e6aedb28db913c19099f68606c47e68dfd8d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.05217",
    "kind": "arxiv",
    "version": 1
  }
}