Pith Number

pith:MBY67F7A

pith:2025:MBY67F7ATERJDWS3T47EBUORCX

not attested not anchored not stored refs pending

FinRL Contests: Benchmarking Data-driven Financial Reinforcement Learning Agents

Anwar Walid, Jiechao Gao, Kairong Xiao, Keyi Wang, Nikolaus Holzer, Xiao-Yang Liu Yanglet, Yupeng Cao, Ziyi Xia

arxiv:2504.02281 v4 · 2025-04-03 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MBY67F7ATERJDWS3T47EBUORCX}

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	2026-07-05T11:37:17.818734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6071ef97e0992291da5b9f3e40d1d115d30a6a6ef5d0bc47dd13678f11484859

Aliases

arxiv: 2504.02281 · arxiv_version: 2504.02281v4 · doi: 10.48550/arxiv.2504.02281 · pith_short_12: MBY67F7ATERJ · pith_short_16: MBY67F7ATERJDWS3 · pith_short_8: MBY67F7A

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/MBY67F7ATERJDWS3T47EBUORCX \
  | 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: 6071ef97e0992291da5b9f3e40d1d115d30a6a6ef5d0bc47dd13678f11484859

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfd6e9f6442ab0634db5ba9b815bd59eaaf76c825ef15ce7191657ec025728ba",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-04-03T05:08:04Z",
    "title_canon_sha256": "210b22b33423f401c34a32e984b5334ecc2a0af42811393a0e488a77281b86e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02281",
    "kind": "arxiv",
    "version": 4
  }
}