Pith Number

pith:MSFG4JLZ

pith:2024:MSFG4JLZYFQ3JNA7YWKV3FHFHM

not attested not anchored not stored refs pending

MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial Time Series

Aaron Wheeler, Jeffrey D. Varner

arxiv:2411.16585 v1 · 2024-11-25 · 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{MSFG4JLZYFQ3JNA7YWKV3FHFHM}

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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

Prospects of Imitating Trading Agents in the Stock Market

Receipt and verification

First computed	2026-07-05T09:40:11.552614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

648a6e2579c161b4b41fc5955d94e53b3a7e3c555f0e733d45207bad93176f73

Aliases

arxiv: 2411.16585 · arxiv_version: 2411.16585v1 · doi: 10.48550/arxiv.2411.16585 · pith_short_12: MSFG4JLZYFQ3 · pith_short_16: MSFG4JLZYFQ3JNA7 · pith_short_8: MSFG4JLZ

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/MSFG4JLZYFQ3JNA7YWKV3FHFHM \
  | 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: 648a6e2579c161b4b41fc5955d94e53b3a7e3c555f0e733d45207bad93176f73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90ea55e5c6edef5a6346bbec580ffdeb0c83b424b5fe1edc052b374dcb1a6163",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2024-11-25T17:15:28Z",
    "title_canon_sha256": "6a5651c25298f149b0a821c1a705edfeda7fc4ea0e728a363eaa4a0c00bdb6b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16585",
    "kind": "arxiv",
    "version": 1
  }
}