Pith Number

pith:HCEV2IUB

pith:2020:HCEV2IUB3XYUONI3M5BFXT6WAA

not attested not anchored not stored refs pending

Stochastic Weight Averaging in Parallel: Large-Batch Training that Generalizes Well

Dennis DeCoste, Santiago Akle Serrano, Vipul Gupta

arxiv:2001.02312 v1 · 2020-01-07 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HCEV2IUB3XYUONI3M5BFXT6WAA}

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	2026-07-05T00:32:16.830522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38895d2281ddf147351b67425bcfd6000a9750a0f51cf3c7b2e342a73b09e24a

Aliases

arxiv: 2001.02312 · arxiv_version: 2001.02312v1 · doi: 10.48550/arxiv.2001.02312 · pith_short_12: HCEV2IUB3XYU · pith_short_16: HCEV2IUB3XYUONI3 · pith_short_8: HCEV2IUB

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/HCEV2IUB3XYUONI3M5BFXT6WAA \
  | 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: 38895d2281ddf147351b67425bcfd6000a9750a0f51cf3c7b2e342a73b09e24a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ab4ddfe03dbdbdb5103a5f6572cd0818b754367287e90e15e2c7e137a1d89fc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-07T23:13:35Z",
    "title_canon_sha256": "ce7be8f293ed12517de4cd53d36a453875d00f18ce2a028a0a534b5c8b6194c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.02312",
    "kind": "arxiv",
    "version": 1
  }
}