Pith Number

pith:Y7KCR3YP

pith:2024:Y7KCR3YP4WNNPDN444TY3RQ4PM

not attested not anchored not stored refs pending

Reproducibility in Machine Learning-based Research: Overview, Barriers and Drivers

Armin Haberl, Dieter Theiler, Dominik Kowald, Harald Semmelrock, Simone Kopeinik, Stefan Thalmann, Tony Ross-Hellauer

arxiv:2406.14325 v3 · 2024-06-20 · cs.SE · cs.IR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y7KCR3YP4WNNPDN444TY3RQ4PM}

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

Position: Ideas Should be the Center of Machine Learning Research

Receipt and verification

First computed	2026-07-05T10:20:12.981239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7d428ef0fe59ad78dbce7278dc61c7b1be6b0493cc412ffae94df771fb7a804

Aliases

arxiv: 2406.14325 · arxiv_version: 2406.14325v3 · doi: 10.48550/arxiv.2406.14325 · pith_short_12: Y7KCR3YP4WNN · pith_short_16: Y7KCR3YP4WNNPDN4 · pith_short_8: Y7KCR3YP

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/Y7KCR3YP4WNNPDN444TY3RQ4PM \
  | 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: c7d428ef0fe59ad78dbce7278dc61c7b1be6b0493cc412ffae94df771fb7a804

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c4d91c1cbaa1836309c2a656147d6902f9ef1ce872dd5072ef78359bf473fae",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-20T13:56:42Z",
    "title_canon_sha256": "7c9edad4fc3919c31f8c9323311296b4a7053eda3785e34eafb0c3ff6fc570d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14325",
    "kind": "arxiv",
    "version": 3
  }
}