Pith Number

pith:TXR7FE6X

pith:2021:TXR7FE6X47GSCRG55IMHPEN2SV

not attested not anchored not stored refs pending

FinRL-Podracer: High Performance and Scalable Deep Reinforcement Learning for Quantitative Finance

Anwar Walid, Jiahao Zheng, Jian Guo, Xiao-Yang Liu, Zechu Li, Zhaoran Wang

arxiv:2111.05188 v1 · 2021-11-07 · q-fin.CP · 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{TXR7FE6X47GSCRG55IMHPEN2SV}

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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

Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation

Receipt and verification

First computed	2026-07-05T03:30:22.397592Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9de3f293d7e7cd2144ddea187791ba95409eb2a59377615f3eb257791331da68

Aliases

arxiv: 2111.05188 · arxiv_version: 2111.05188v1 · doi: 10.48550/arxiv.2111.05188 · pith_short_12: TXR7FE6X47GS · pith_short_16: TXR7FE6X47GSCRG5 · pith_short_8: TXR7FE6X

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/TXR7FE6X47GSCRG55IMHPEN2SV \
  | 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: 9de3f293d7e7cd2144ddea187791ba95409eb2a59377615f3eb257791331da68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c704f784e95d53452e90d695fe6ba020e61b3380da829b6d1a674da1af248da",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2021-11-07T01:03:15Z",
    "title_canon_sha256": "d7a729489432879456ec6fa69d014ddd4c31b8c87f584d80d2c00392bf154ca9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.05188",
    "kind": "arxiv",
    "version": 1
  }
}