Pith Number

pith:DD2UXEK3

pith:2018:DD2UXEK3WKN3RC6QGROZ6UCGZV

not attested not anchored not stored refs pending

The SWAG Algorithm; a Mathematical Approach that Outperforms Traditional Deep Learning. Theory and Implementation

Hamid R. Arabnia, Juan B. Gutierrez, Saeid Safaei, Solmazi Safaei, Vahid Safaei, Zerotti Woods

arxiv:1811.11813 v1 · 2018-11-28 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DD2UXEK3WKN3RC6QGROZ6UCGZV}

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	2026-05-17T23:59:37.583138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18f54b915bb29bb88bd0345d9f5046cd643a95fd838f2aea08c6c8453906369f

Aliases

arxiv: 1811.11813 · arxiv_version: 1811.11813v1 · doi: 10.48550/arxiv.1811.11813 · pith_short_12: DD2UXEK3WKN3 · pith_short_16: DD2UXEK3WKN3RC6Q · pith_short_8: DD2UXEK3

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/DD2UXEK3WKN3RC6QGROZ6UCGZV \
  | 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: 18f54b915bb29bb88bd0345d9f5046cd643a95fd838f2aea08c6c8453906369f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "153b5c5330e62397c9ed5fef07c17747b119bf901384bd3e66114ed417d52470",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-11-28T20:25:18Z",
    "title_canon_sha256": "07259c11b911af4d865f7b5b3b740ccfa1199c8f6e9d681677c1156518835e07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.11813",
    "kind": "arxiv",
    "version": 1
  }
}