Pith Number

pith:FTJLG3AP

pith:2021:FTJLG3APEQKFYDT4N5JVOAIQUH

not attested not anchored not stored refs pending

Towards a fully RL-based Market Simulator

Jared Vann, Leo Ardon, Mengda Xu, Nelson Vadori, Sumitra Ganesh, Thomas Spooner

arxiv:2110.06829 v2 · 2021-10-13 · cs.MA · cs.AI · cs.LG · 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{FTJLG3APEQKFYDT4N5JVOAIQUH}

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.

Receipt and verification

First computed	2026-07-05T03:29:52.713965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cd2b36c0f24145c0e7c6f53570110a1cc827cb9d4413869bc46c7cacb59f87c

Aliases

arxiv: 2110.06829 · arxiv_version: 2110.06829v2 · doi: 10.48550/arxiv.2110.06829 · pith_short_12: FTJLG3APEQKF · pith_short_16: FTJLG3APEQKFYDT4 · pith_short_8: FTJLG3AP

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/FTJLG3APEQKFYDT4N5JVOAIQUH \
  | 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: 2cd2b36c0f24145c0e7c6f53570110a1cc827cb9d4413869bc46c7cacb59f87c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8fa8caccaab284c7299d62236f2d9656cfaa7eb8d83a12aeee1a4fde6657c7d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2021-10-13T16:14:19Z",
    "title_canon_sha256": "76f16fa79e06c62dfdf4e81c9385891a80aac93ed22c135b49a8f978f09dd1d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.06829",
    "kind": "arxiv",
    "version": 2
  }
}