Pith Number

pith:W4QTQJTT

pith:2025:W4QTQJTTRQHTXGJLFVRYH6HYQQ

not attested not anchored not stored refs pending

RouteRL: Multi-agent reinforcement learning framework for urban route choice with autonomous vehicles

Ahmet Onur Akman, Anastasia Psarou, Grzegorz Jamr\'oz, {\L}ukasz Gorczyca, Rafa{\l} Kucharski, Zolt\'an Gy\"orgy Varga

arxiv:2502.20065 v1 · 2025-02-27 · cs.MA · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W4QTQJTTRQHTXGJLFVRYH6HYQQ}

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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

1 paper in Pith

Detection of coordinated fleet vehicles in route choice urban games. Part I. Inverse fleet assignment theory

Receipt and verification

First computed	2026-07-05T10:21:08.843522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7213826738c0f3b992b2d6383f8f884269dffad07ddd069f7f7326a23a3c7f6

Aliases

arxiv: 2502.20065 · arxiv_version: 2502.20065v1 · doi: 10.48550/arxiv.2502.20065 · pith_short_12: W4QTQJTTRQHT · pith_short_16: W4QTQJTTRQHTXGJL · pith_short_8: W4QTQJTT

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/W4QTQJTTRQHTXGJLFVRYH6HYQQ \
  | 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: b7213826738c0f3b992b2d6383f8f884269dffad07ddd069f7f7326a23a3c7f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd300773dd9a1e72023cb94949557fcaf99df7072624a5835e9690cc7a08b8fe",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-27T13:13:09Z",
    "title_canon_sha256": "b18a51f32780d7f762b752b3c30a0817e5a557248ef7571f58f9e9295b06ab5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20065",
    "kind": "arxiv",
    "version": 1
  }
}