Pith. sign in
Pith Number

pith:NV723C6Y

pith:2023:NV723C6YXE6INWD5JLIUHDOYRY
not attested not anchored not stored refs pending

Systematic Review on Reinforcement Learning in the Field of Fintech

Iyad Katib, Nadeem Malibari, Rashid Mehmood

arxiv:2305.07466 v1 · 2023-04-29 · q-fin.CP · cs.AI · cs.LG · q-fin.GN

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NV723C6YXE6INWD5JLIUHDOYRY}

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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.
Receipt and verification
First computed 2026-07-05T06:09:35.907422Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6d7fad8bd8b93c86d87d4ad1438dd88e2946cfdab39c9518aaabf82bf4545f16

Aliases

arxiv: 2305.07466 · arxiv_version: 2305.07466v1 · doi: 10.48550/arxiv.2305.07466 · pith_short_12: NV723C6YXE6I · pith_short_16: NV723C6YXE6INWD5 · pith_short_8: NV723C6Y
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NV723C6YXE6INWD5JLIUHDOYRY \
  | 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: 6d7fad8bd8b93c86d87d4ad1438dd88e2946cfdab39c9518aaabf82bf4545f16
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5b6d623e2cf4a16883b45e100385f2e0212c8049bdea68341b0d3ae8e49a737d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-fin.GN"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2023-04-29T07:48:42Z",
    "title_canon_sha256": "ee6f71f3b8ce0f1a34c95cc84ad4393afa12e46fcb1b1480b5ff203208c85597"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.07466",
    "kind": "arxiv",
    "version": 1
  }
}