Pith Number

pith:NOO4HEO4

pith:2024:NOO4HEO4PJYE4RTAFVGIKWBHCM

not attested not anchored not stored refs pending

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics

Andrew Lesniewski, Giulio Trigila

arxiv:2412.00036 v3 · 2024-11-21 · q-fin.CP · cs.AI · cs.CE · q-fin.PM

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NOO4HEO4PJYE4RTAFVGIKWBHCM}

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	2026-07-05T10:08:25.472989Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b9dc391dc7a704e46602d4c855827133f97a6d42259264e3cc052e7d3f2c749

Aliases

arxiv: 2412.00036 · arxiv_version: 2412.00036v3 · doi: 10.48550/arxiv.2412.00036 · pith_short_12: NOO4HEO4PJYE · pith_short_16: NOO4HEO4PJYE4RTA · pith_short_8: NOO4HEO4

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/NOO4HEO4PJYE4RTAFVGIKWBHCM \
  | 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: 6b9dc391dc7a704e46602d4c855827133f97a6d42259264e3cc052e7d3f2c749

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52ef792742f85650cb184a99818dd2a02af8e3adaa9bb761e066ef0b3f2851d3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "q-fin.PM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2024-11-21T17:39:23Z",
    "title_canon_sha256": "1f2a883ee1a13cba0eb3175bb2075371efa370d10b0f04701f41e6c407d97898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00036",
    "kind": "arxiv",
    "version": 3
  }
}