Pith Number

pith:AKF747BC

pith:2022:AKF747BCBLW7GR3JHQFQ34MUPF

not attested not anchored not stored refs pending

FinRL-Meta: Market Environments and Benchmarks for Data-Driven Financial Reinforcement Learning

Christina Dan Wang, Hongyang Yang, Jian Guo, Jiechao Gao, Jingyang Rui, Ming Zhu, Xiao-Yang Liu, Zhaoran Wang, Ziyi Xia

arxiv:2211.03107 v1 · 2022-11-06 · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AKF747BCBLW7GR3JHQFQ34MUPF}

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.

Cited by

1 paper in Pith

Semantic State Abstraction Interfaces for LLM-Augmented Portfolio Decisions: Multi-Axis News Decomposition and RL Diagnostics

Receipt and verification

First computed	2026-07-05T05:13:44.456589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

028bfe7c220aedf347693c0b0df19479500b401ec5bf625a46a180c24b25579a

Aliases

arxiv: 2211.03107 · arxiv_version: 2211.03107v1 · doi: 10.48550/arxiv.2211.03107 · pith_short_12: AKF747BCBLW7 · pith_short_16: AKF747BCBLW7GR3J · pith_short_8: AKF747BC

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/AKF747BCBLW7GR3JHQFQ34MUPF \
  | 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: 028bfe7c220aedf347693c0b0df19479500b401ec5bf625a46a180c24b25579a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67180497e61f146413af74cd1f95c5b38a8107e1fe25bc043256ed68bd2fb176",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2022-11-06T13:15:35Z",
    "title_canon_sha256": "ff90da174ec3b5c43552fd62cb1216bf71179f8226ee49a8e77ab0a24ab789be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03107",
    "kind": "arxiv",
    "version": 1
  }
}