Pith Number

pith:ZHWCJU6R

pith:2025:ZHWCJU6RY27MFQGMPP3UB5JVI7

not attested not anchored not stored refs pending

Explainable Reinforcement Learning for Formula One Race Strategy

Aaron Russo, Antonio Rago, Avinash Kori, Devin Thomas, Francesco Belardinelli, Joseph McMillan, Junqi Jiang, Steffen Winkler, Stuart Sale

arxiv:2501.04068 v1 · 2025-01-07 · cs.LG · 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{ZHWCJU6RY27MFQGMPP3UB5JVI7}

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	2026-07-05T09:58:29.243308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9ec24d3d1c6bec2c0cc7bf740f53547ff4a269c5e581598321517b3f1d36435

Aliases

arxiv: 2501.04068 · arxiv_version: 2501.04068v1 · doi: 10.48550/arxiv.2501.04068 · pith_short_12: ZHWCJU6RY27M · pith_short_16: ZHWCJU6RY27MFQGM · pith_short_8: ZHWCJU6R

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/ZHWCJU6RY27MFQGMPP3UB5JVI7 \
  | 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: c9ec24d3d1c6bec2c0cc7bf740f53547ff4a269c5e581598321517b3f1d36435

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5f2c4bf05b19fa3c9331026e0ce4e9c7eb68095a22c63f1567c6c1079f7587b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-07T13:54:19Z",
    "title_canon_sha256": "179d2a6d38fd668bd998636e3e47caa2bf06e5370b7e3cdfc6b1170b09d15485"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04068",
    "kind": "arxiv",
    "version": 1
  }
}