Pith. sign in
Pith Number

pith:JSFLSNSX

pith:2024:JSFLSNSXH4FTMCBFQRZ5AXPFAY
not attested not anchored not stored refs pending

What is Reproducibility in Artificial Intelligence and Machine Learning Research?

Abhyuday Desai, Mohamed Abdelhamid, Nakul R. Padalkar

arxiv:2407.10239 v2 · 2024-04-29 · cs.CY · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JSFLSNSXH4FTMCBFQRZ5AXPFAY}

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.
Receipt and verification
First computed 2026-07-05T10:41:13.784658Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4c8ab936573f0b3608258473d05de50613b539bc4b3630fe833b5d22666849a8

Aliases

arxiv: 2407.10239 · arxiv_version: 2407.10239v2 · doi: 10.48550/arxiv.2407.10239 · pith_short_12: JSFLSNSXH4FT · pith_short_16: JSFLSNSXH4FTMCBF · pith_short_8: JSFLSNSX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JSFLSNSXH4FTMCBFQRZ5AXPFAY \
  | 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: 4c8ab936573f0b3608258473d05de50613b539bc4b3630fe833b5d22666849a8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1dc2422355c1fc3f80f76affbe2848d097f7d661970c49f4f80a1fcb97f6513b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-04-29T18:51:20Z",
    "title_canon_sha256": "6ec3150a53c2ca87ebeab429fff7711f0e4bf4e68b3d8429f76e588a05280c7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10239",
    "kind": "arxiv",
    "version": 2
  }
}