Pith Number

pith:LFVUUWVE

pith:2019:LFVUUWVETSWEANWATDN2JAUD5N

not attested not anchored not stored refs pending

Neural networks for option pricing and hedging: a literature review

Johannes Ruf, Weiguan Wang

arxiv:1911.05620 v2 · 2019-11-13 · q-fin.CP · cs.LG · q-fin.RM · q-fin.ST · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LFVUUWVETSWEANWATDN2JAUD5N}

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

2 papers in Pith

Robust financial calibration: a Bayesian approach for neural SDEs

Deep Learning-Enhanced Calibration of the Heston Model: A Unified Framework

Receipt and verification

First computed	2026-07-05T01:01:36.946467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

596b4a5aa49cac4036c098dba48283eb6a957bfa6b69090665b7d64bce3dbe41

Aliases

arxiv: 1911.05620 · arxiv_version: 1911.05620v2 · doi: 10.48550/arxiv.1911.05620 · pith_short_12: LFVUUWVETSWE · pith_short_16: LFVUUWVETSWEANWA · pith_short_8: LFVUUWVE

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/LFVUUWVETSWEANWATDN2JAUD5N \
  | 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: 596b4a5aa49cac4036c098dba48283eb6a957bfa6b69090665b7d64bce3dbe41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0cebcefd6aaa045a88bdb3e551b75f11fd62b4252707ba0b5c1ab0a9e783566",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.RM",
      "q-fin.ST",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2019-11-13T17:01:36Z",
    "title_canon_sha256": "9df89af29e6f4ad192b24de6f3bfbc76644620b8fca1677d0ee4bad31c92ccf4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.05620",
    "kind": "arxiv",
    "version": 2
  }
}