Pith Number

pith:EDN2KE2M

pith:2018:EDN2KE2MKPPYTLXMGXB23CKL4O

not attested not anchored not stored refs pending

Fast convergence rates of deep neural networks for classification

Dongha Kim, Ilsang Ohn, Yongdai Kim

arxiv:1812.03599 v2 · 2018-12-10 · stat.ML · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EDN2KE2MKPPYTLXMGXB23CKL4O}

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	2026-05-17T23:43:09.233000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20dba5134c53df89aeec35c3ad894be3855ef5b0d1aa9238f62c5a48a944d2ef

Aliases

arxiv: 1812.03599 · arxiv_version: 1812.03599v2 · doi: 10.48550/arxiv.1812.03599 · pith_short_12: EDN2KE2MKPPY · pith_short_16: EDN2KE2MKPPYTLXM · pith_short_8: EDN2KE2M

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/EDN2KE2MKPPYTLXMGXB23CKL4O \
  | 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: 20dba5134c53df89aeec35c3ad894be3855ef5b0d1aa9238f62c5a48a944d2ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df0501203b6c55559f8df16a2502e87f1c9bbc176331ee94429667ffe8d7c4d8",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-12-10T02:41:06Z",
    "title_canon_sha256": "3013639bc997df735ffa14193dc5ef04cbf30d144914c6d9522307ce1a9322b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.03599",
    "kind": "arxiv",
    "version": 2
  }
}