Pith Number

pith:HZHVZZVQ

pith:2026:HZHVZZVQWF6HFWP3ZJGAC64SVF

not attested not anchored not stored refs pending

Learning-based Multi-agent Race Strategies in Formula 1

Christopher H. Onder, Giona Fieni, Joschua W\"uthrich, Marc-Philippe Neumann

arxiv:2602.23056 v2 · 2026-02-26 · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZHVZZVQWF6HFWP3ZJGAC64SVF}

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	2026-07-03T01:17:18.040666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e4f5ce6b0b17c72d9fbca4c017b92a953d01ea3d11dfaef33cba28dfa52b14b

Aliases

arxiv: 2602.23056 · arxiv_version: 2602.23056v2 · doi: 10.48550/arxiv.2602.23056 · pith_short_12: HZHVZZVQWF6H · pith_short_16: HZHVZZVQWF6HFWP3 · pith_short_8: HZHVZZVQ

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/HZHVZZVQWF6HFWP3ZJGAC64SVF \
  | 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: 3e4f5ce6b0b17c72d9fbca4c017b92a953d01ea3d11dfaef33cba28dfa52b14b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fce67db74e62a83258abdc69d06aa53dedd717bda8b92bfc0af280a0395534f3",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-02-26T14:41:29Z",
    "title_canon_sha256": "1fa7ebc51b7e5fe9f52ef143f0e1b2adb1e3c8180b34db94001b96eb51c7c763"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.23056",
    "kind": "arxiv",
    "version": 2
  }
}