Pith Number

pith:G2VCUDX4

pith:2022:G2VCUDX4I42OVKXFOTZACSNRXO

not attested not anchored not stored refs pending

Survey on Large Scale Neural Network Training

Alena Shilova, Alexander Katrutsa, Daniel Bershatsky, Daria Cherniuk, Denis Dimitrov, Ivan Oseledets, Julia Gusak, Lionel Eyraud-Dubois, Oleg Shlyazhko, Olivier Beaumont, Xunyi Zhao

arxiv:2202.10435 v1 · 2022-02-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G2VCUDX4I42OVKXFOTZACSNRXO}

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	2026-07-05T03:58:42.484100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36aa2a0efc4734eaaae574f20149b1bb9f2c4cb09e3670ba8c557588dd1177e2

Aliases

arxiv: 2202.10435 · arxiv_version: 2202.10435v1 · doi: 10.48550/arxiv.2202.10435 · pith_short_12: G2VCUDX4I42O · pith_short_16: G2VCUDX4I42OVKXF · pith_short_8: G2VCUDX4

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/G2VCUDX4I42OVKXFOTZACSNRXO \
  | 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: 36aa2a0efc4734eaaae574f20149b1bb9f2c4cb09e3670ba8c557588dd1177e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a47a8c292ff487f54da9f8920dd1175c6826e9b48fcfb8048a6866fbdd9a6ab5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-21T18:48:02Z",
    "title_canon_sha256": "7bba3a8b2bf42567aa9ca488b6605d02bfae2e90933fde5821420632c7bb7695"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.10435",
    "kind": "arxiv",
    "version": 1
  }
}