Pith Number

pith:N6DT7ESE

pith:2023:N6DT7ESEYQ45EHSE5ABYQ22CE6

not attested not anchored not stored refs pending

Validation of machine learning based scenario generators

Gero Junike, Ralf Werner, Solveig Flaig

arxiv:2301.12719 v4 · 2023-01-30 · q-fin.RM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N6DT7ESEYQ45EHSE5ABYQ22CE6}

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

Data-Driven Duration Management -- Term Structure Forecasting Using Machine Learning

Receipt and verification

First computed	2026-07-05T09:47:25.270285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f873f9244c439d21e44e803886b4227bb082bbb5d6a02f2ebd3d085b27fa32f

Aliases

arxiv: 2301.12719 · arxiv_version: 2301.12719v4 · doi: 10.48550/arxiv.2301.12719 · pith_short_12: N6DT7ESEYQ45 · pith_short_16: N6DT7ESEYQ45EHSE · pith_short_8: N6DT7ESE

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/N6DT7ESEYQ45EHSE5ABYQ22CE6 \
  | 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: 6f873f9244c439d21e44e803886b4227bb082bbb5d6a02f2ebd3d085b27fa32f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57a82fff74088e396709837214c143b870f7458ab0d6e98877179aee47b45913",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "q-fin.RM",
    "submitted_at": "2023-01-30T08:25:22Z",
    "title_canon_sha256": "2d7b097c0994e4bec4e352be7b8341f815ea639b3c48fe26639f8b0fc7b7c891"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.12719",
    "kind": "arxiv",
    "version": 4
  }
}