Pith Number

pith:247APLKX

pith:2024:247APLKXKCH2DJJCIMCSSCYAG3

not attested not anchored not stored refs pending

Machine Learning Methods for Pricing Financial Derivatives

Justin Sirignano, Lei Fan

arxiv:2406.00459 v1 · 2024-06-01 · q-fin.CP · q-fin.MF · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{247APLKXKCH2DJJCIMCSSCYAG3}

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.

Cited by

1 paper in Pith

Binary Tree Option Pricing Under Market Microstructure Effects: A Random Forest Approach

Receipt and verification

First computed	2026-07-05T08:26:02.275105Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d73e07ad57508fa1a5224305290b0036d4833eeccef2412cb1f4004a8d6e2994

Aliases

arxiv: 2406.00459 · arxiv_version: 2406.00459v1 · doi: 10.48550/arxiv.2406.00459 · pith_short_12: 247APLKXKCH2 · pith_short_16: 247APLKXKCH2DJJC · pith_short_8: 247APLKX

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/247APLKXKCH2DJJCIMCSSCYAG3 \
  | 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: d73e07ad57508fa1a5224305290b0036d4833eeccef2412cb1f4004a8d6e2994

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e07a82b59aeae7851046be744ecccd3365594145542578f9212d0d9c45e176e8",
    "cross_cats_sorted": [
      "q-fin.MF",
      "q-fin.ST"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2024-06-01T14:57:44Z",
    "title_canon_sha256": "dd5e3c87b7fb889330c66e7c0e19bafb38ecce0929f4d435268b961f5ba3c28c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00459",
    "kind": "arxiv",
    "version": 1
  }
}