Pith Number

pith:IB4S2XQZ

pith:2023:IB4S2XQZFV2OJ4NYOL5557KQSO

not attested not anchored not stored refs pending

Reproducibility in Machine Learning-Driven Research

Dieter Theiler, Dominik Kowald, Harald Semmelrock, Simone Kopeinik, Tony Ross-Hellauer

arxiv:2307.10320 v1 · 2023-07-19 · cs.LG · cs.CY · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IB4S2XQZFV2OJ4NYOL5557KQSO}

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

Private, Verifiable, and Auditable AI Systems

Receipt and verification

First computed	2026-07-05T06:33:06.407654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40792d5e192d74e4f1b872fbdefd50939ddd29aeabadad872bac538c15e0659b

Aliases

arxiv: 2307.10320 · arxiv_version: 2307.10320v1 · doi: 10.48550/arxiv.2307.10320 · pith_short_12: IB4S2XQZFV2O · pith_short_16: IB4S2XQZFV2OJ4NY · pith_short_8: IB4S2XQZ

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/IB4S2XQZFV2OJ4NYOL5557KQSO \
  | 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: 40792d5e192d74e4f1b872fbdefd50939ddd29aeabadad872bac538c15e0659b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01e5aef0f6851dc0d24d68433e3f0e2d86742bedc754e5f25d82b8430d655742",
    "cross_cats_sorted": [
      "cs.CY",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-19T07:00:22Z",
    "title_canon_sha256": "f39b5439466cbb6d6ed029bd1553e2c9c1a216653fc434a3151aa9d135541a98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10320",
    "kind": "arxiv",
    "version": 1
  }
}