Pith Number

pith:TDRQO7PZ

pith:2023:TDRQO7PZGSHONKJYRSRNKLGRTK

not attested not anchored not stored refs pending

Dynamic Datasets and Market Environments for Financial Reinforcement Learning

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

arxiv:2304.13174 v1 · 2023-04-25 · 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{TDRQO7PZGSHONKJYRSRNKLGRTK}

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

Recursive Reward Aggregation

Receipt and verification

First computed	2026-07-05T06:04:40.617031Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98e3077df9348ee6a9388ca2d52cd19aa3742582a03a7ef0819e891d04139adb

Aliases

arxiv: 2304.13174 · arxiv_version: 2304.13174v1 · doi: 10.48550/arxiv.2304.13174 · pith_short_12: TDRQO7PZGSHO · pith_short_16: TDRQO7PZGSHONKJY · pith_short_8: TDRQO7PZ

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/TDRQO7PZGSHONKJYRSRNKLGRTK \
  | 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: 98e3077df9348ee6a9388ca2d52cd19aa3742582a03a7ef0819e891d04139adb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ac069cad2a3c3b687f81d857dc605b5af904cf82fac060bc555fcbdc0c46189",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-25T22:17:31Z",
    "title_canon_sha256": "be4cadfa5f309f7b9563289bd5a856653aee62614953165644313ae0f3aabfbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.13174",
    "kind": "arxiv",
    "version": 1
  }
}