Pith Number

pith:HWIYQO3D

pith:2018:HWIYQO3D2K6PFD2422CTAZAUPX

not attested not anchored not stored refs pending

Faster Convergence & Generalization in DNNs

Gaurav Singh, John Shawe-Taylor

arxiv:1807.11414 v3 · 2018-07-30 · 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{HWIYQO3D2K6PFD2422CTAZAUPX}

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	2026-05-18T00:03:41.085959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d91883b63d2bcf28f5cd6853064147dd4122187f6f656d550bec6c0e6ca761e

Aliases

arxiv: 1807.11414 · arxiv_version: 1807.11414v3 · doi: 10.48550/arxiv.1807.11414 · pith_short_12: HWIYQO3D2K6P · pith_short_16: HWIYQO3D2K6PFD24 · pith_short_8: HWIYQO3D

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/HWIYQO3D2K6PFD2422CTAZAUPX \
  | 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: 3d91883b63d2bcf28f5cd6853064147dd4122187f6f656d550bec6c0e6ca761e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d367e1263e170f92822e394d22c362eef23538fb4d45c8e11a3651b454556fce",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-30T16:06:26Z",
    "title_canon_sha256": "cf3960a44e294af29299e5972f82067031c8f86f6352253d5863af9a876a629c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.11414",
    "kind": "arxiv",
    "version": 3
  }
}