Pith Number

pith:AE5J2K4L

pith:2024:AE5J2K4LBBAB4X2ZZZI4EEPZW2

not attested not anchored not stored refs pending

A Review of Reinforcement Learning in Financial Applications

Rui Song, Runzhe Wan, Sheng Zhang, Yahui Bai, Yuhe Gao

arxiv:2411.12746 v1 · 2024-11-01 · q-fin.CP · cs.AI · 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{AE5J2K4LBBAB4X2ZZZI4EEPZW2}

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	2026-07-05T09:37:59.548923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

013a9d2b8b08401e5f59ce51c211f9b6ab3663e6b4ccefa524bed1697072305d

Aliases

arxiv: 2411.12746 · arxiv_version: 2411.12746v1 · doi: 10.48550/arxiv.2411.12746 · pith_short_12: AE5J2K4LBBAB · pith_short_16: AE5J2K4LBBAB4X2Z · pith_short_8: AE5J2K4L

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/AE5J2K4LBBAB4X2ZZZI4EEPZW2 \
  | 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: 013a9d2b8b08401e5f59ce51c211f9b6ab3663e6b4ccefa524bed1697072305d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7454a5a4aa8d7a1876fe6ffa893b853ed17ddd960efea8bce3d0378a04a7a79c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2024-11-01T01:03:10Z",
    "title_canon_sha256": "35a5a5b529e116fbb0408ed4f463867543503e841f1601ca6e968306ede0d096"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12746",
    "kind": "arxiv",
    "version": 1
  }
}