Pith Number

pith:UCITIRM4

pith:2020:UCITIRM452BBMVCI32HFDDFEAQ

not attested not anchored not stored refs pending

FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance

Bowen Xiao, Christina Dan Wang, Hongyang Yang, Liuqing Yang, Qian Chen, Runjia Zhang, Xiao-Yang Liu

arxiv:2011.09607 v2 · 2020-11-19 · q-fin.TR · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UCITIRM452BBMVCI32HFDDFEAQ}

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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

10 papers in Pith

Mitigating Bias in Low-SNR Financial Reinforcement Learning via Quantum Representations

Counterfactual Transport Flows for Offline Conservative Trajectory Refinement

Dynamic Multi-Pair Trading Strategy in Cryptocurrency Markets with Deep Reinforcement Learning

AI-Powered Sustainable Finance: An Integrative Taxonomy and Framework of AI Applications for Sustainable Investment Decision-Making

AlphaQuanter: An End-to-End Tool-Augmented Agentic Reinforcement Learning Framework for Stock Trading

Receipt and verification

First computed	2026-07-05T04:01:29.862511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a09134459cee82165448de8e518ca4041647e06e6ef2a316dcb14e94fa029ccc

Aliases

arxiv: 2011.09607 · arxiv_version: 2011.09607v2 · doi: 10.48550/arxiv.2011.09607 · pith_short_12: UCITIRM452BB · pith_short_16: UCITIRM452BBMVCI · pith_short_8: UCITIRM4

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/UCITIRM452BBMVCI32HFDDFEAQ \
  | 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: a09134459cee82165448de8e518ca4041647e06e6ef2a316dcb14e94fa029ccc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5477f5c3266b3afcff03b31524b04f7d87eac3473f7215bb6579cbf838f1ee90",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2020-11-19T01:35:05Z",
    "title_canon_sha256": "cdec1f208ca650d0fc5fcf30b8f2d72f1f7d8b83cbf7d54fe12761d1573bd7b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.09607",
    "kind": "arxiv",
    "version": 2
  }
}